From 7df3490c5f24305a92b86b6da1a74a53e0775b56 Mon Sep 17 00:00:00 2001 From: Thomas Wood Date: Sun, 20 Oct 2024 11:58:25 +0100 Subject: [PATCH] Refine exclusions after checking against common vocab --- README.md | 4 +- .../05_combine_data_sources.py | 17 + .../06_optional_check_words_with_ai.py | 85 + harvesting_data_from_source/inclusions.py | 1439 +++++++++++++++++ .../disease_finder.py | 75 +- .../disease_ner_dictionary.pkl.bz2 | Bin 661349 -> 657115 bytes 6 files changed, 1585 insertions(+), 35 deletions(-) create mode 100644 harvesting_data_from_source/06_optional_check_words_with_ai.py diff --git a/README.md b/README.md index 32edb0f..76b2c5e 100644 --- a/README.md +++ b/README.md @@ -56,9 +56,11 @@ You pass a list of strings to the `find_diseases` function. Example 1 ``` +import re +re_tokenise = re.compile(r"((?:\w|'|’)+)") from medical_named_entity_recognition import find_diseases tokens = re_tokenise.findall("cystic fibrosis") -find_diseases(tokens, is_ignore_case=True) +find_diseases(tokens) ``` outputs a list of tuples. diff --git a/harvesting_data_from_source/05_combine_data_sources.py b/harvesting_data_from_source/05_combine_data_sources.py index 0e39ecb..d2f3534 100644 --- a/harvesting_data_from_source/05_combine_data_sources.py +++ b/harvesting_data_from_source/05_combine_data_sources.py @@ -121,12 +121,29 @@ def add_synonym(synonym: str, canonical: str, synonym_data: dict = None): words_to_check_with_ai = set() for word in list(disease_variant_to_canonical): reason = None + + canonical = disease_variant_to_canonical[word][0] + + tree_ids = disease_canonical_to_data[canonical]["mesh_tree"] + is_psychological = False + for tree_id in tree_ids: + if tree_id.startswith("F"): + is_psychological= True + + is_two_english_words = False + if len(word.split()) == 2: + words = word.split() + if words[0] in all_english_vocab and words[1] in all_english_vocab: + is_two_english_words =True + if word in stops: reason = "it is an English word in stopword list" elif word in extra_terms_to_exclude_from_disease_dictionary: reason = "it is in the manual ignore list" elif len(word) < 3: reason = "it is short" + elif is_two_english_words and is_psychological: + words_to_check_with_ai.add(word) # elif len(re_num.findall(word)) > 0: # reason = "it is numeric" # elif len(word) > 50: diff --git a/harvesting_data_from_source/06_optional_check_words_with_ai.py b/harvesting_data_from_source/06_optional_check_words_with_ai.py new file mode 100644 index 0000000..9afedd2 --- /dev/null +++ b/harvesting_data_from_source/06_optional_check_words_with_ai.py @@ -0,0 +1,85 @@ +''' +MIT License + +Copyright (c) 2023 Fast Data Science Ltd (https://fastdatascience.com) + +Maintainer: Thomas Wood + +Tutorial at https://fastdatascience.com/drug-named-entity-recognition-python-library/ + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. + +''' + +# This is a script where we clean up the drug dictionary by identifying if any of the exclusion words should really be included as drugs. + +import os +import re +import sys +import time +import traceback +from tqdm import tqdm +import requests + +MODEL = 'gpt-4o-mini' + +with open("words_to_check_with_ai.txt", "r", encoding="utf-8") as f: + words_to_check_with_ai = f.read().split("\n") + + +headers = { + 'Content-Type': 'application/json', + 'Authorization': 'Bearer ' + os.environ["OPENAI_API_KEY"], +} + +bot_responses = [""] * len(words_to_check_with_ai) + +for idx in tqdm(range(len(words_to_check_with_ai))): + q = words_to_check_with_ai[idx] + print(f"Asking question: {idx+1}: {q}") + + starttime = time.time() + + json_data = { + 'model': MODEL, + 'messages': [ + {"role": "user", "content": f"What is {q}? Is it a health condition? Answer in one word.\n"}, + ], + 'max_completion_tokens':5 + } + for attempt in range(3): + print("attempt calling GPT API:", attempt) + try: + response = requests.post('https://api.openai.com/v1/chat/completions', headers=headers, json=json_data) + r = response.json()["choices"][0]["message"]["content"] + break + except: + print("Try again") + traceback.print_exc() + time.sleep(10) + bot_responses[idx] = re.sub(r'\s+', ' ', r) + + with open("ai_responses.txt", "w", encoding="utf-8") as f: + for j in range(idx): + f.write(words_to_check_with_ai[j] + "\t" + bot_responses[j] + "\n") + + endtime = time.time() + + print("\tReceived response: ", r) + diff --git a/harvesting_data_from_source/inclusions.py b/harvesting_data_from_source/inclusions.py index a770cec..f9ac5d1 100644 --- a/harvesting_data_from_source/inclusions.py +++ b/harvesting_data_from_source/inclusions.py @@ -68,5 +68,1444 @@ } extra_terms_to_exclude_from_disease_dictionary = { + "ability", + "abreaction", + "absenteeism", + "acceptance process", + "accomplishment", + "accountability", + "ache", + "achievement", + "active learning", + "adaptive behavior", + "adjustment", + "adolescent behavior", + "adolescent development", + "adolescent father", + "adolescent fatherhood", + "adolescent psychiatry", + "adolescent psychology", + "adult daughter", + "adult offspring", + "adult son", + "adult sons", + "adultery", + "aesthetics", + "affect", + "affective symptom", + "afterimage", + "age discrimination", + "aggression", + "agonistic behavior", + "alarm fatigue", + "alcohol abstinence", + "alcohol consumption", + "alcohol drinking", + "alcoholism", + "alpha feedback", + "altruism", + "ambidexterity", + "anal stage", + "anesthesia refusal", + "anger", + "anger management", + "angers", + "angst", + "animal behavior", + "animal communication", + "animal dispersal", + "animal distribution", + "animal grazing", + "animal hypnosis", + "animal migration", + "animal singing", + "animal vocalization", + "anniversary reaction", + "anthropology", + "anti semitism", + "anticipatory coping", + "apathy", + "appetite", + "appetite alteration", + "appetitive behavior", + "applied psychology", + "approach behavior", + "approach coping", + "aptitude", + "aptitude test", + "arbitration", "arc", + "aroma therapy", + "arousal", + "arson", + "art therapy", + "artistic creativity", + "assertiveness", + "association", + "association learning", + "attention", + "attention focus", + "attentional bias", + "attentional blink", + "attentional blinks", + "attitude", + "audio feedback", + "audition", + "auditory illusion", + "auditory inattention", + "auditory localization", + "auditory perception", + "auditory threshold", + "authoritarianism", + "autism", + "autobiographical memory", + "autohypnosis", + "autokinetic effect", + "autokinetic effects", + "autokinetic illusion", + "automatism", + "autosuggestion", + "autotomy animal", + "aversion behavior", + "aversion learning", + "aversion therapy", + "aversive behavior", + "aversive learning", + "aversive therapy", + "avoidance behavior", + "avoidance learning", + "awareness", + "beauty", + "behavior", + "behavior control", + "behavior modification", + "behavior observation", + "behavior therapy", + "behavioral control", + "behavioral coping", + "behavioral economics", + "behavioral laterality", + "behavioral manipulation", + "behavioral medicine", + "behavioral observation", + "behavioral research", + "behavioral science", + "behavioral symptom", + "behavioral test", + "behaviorism", + "bereavement", + "betrayal", + "bewilderment", + "bibliotherapy", + "binocular disparity", + "binocular vision", + "birth order", + "bisexuality", + "blushing", + "body identity", + "body language", + "body rocking", + "body schema", + "bone conduction", + "borderline schizophrenia", + "boredom", + "bottle feeding", + "brain reserve", + "bravery", + "breakfast skipping", + "breakthrough pain", + "breast fed", + "breast feeding", + "breastfeeding", + "brief advice", + "brief intervention", + "brief psychotherapy", + "brief treatment", + "brother", + "bullying", + "cannabis smoking", + "cannibalism", + "cantab", + "care burden", + "career choice", + "castration anxiety", + "castration complex", + "catastrophic thinking", + "catharsis", + "celibacy", + "cerebral dominance", + "ceremonial behavior", + "character", + "chemotaxis", + "child behavior", + "child development", + "child guidance", + "child language", + "choice behavior", + "chromotherapy", + "clairvoyance", + "client adherence", + "client compliance", + "clinical hypnosis", + "clinical psychology", + "clock test", + "cocaine smoking", + "cognition", + "cognition therapy", + "cognitive coping", + "cognitive dissonance", + "cognitive exhaustion", + "cognitive function", + "cognitive manifestation", + "cognitive orientation", + "cognitive psychology", + "cognitive psychotherapy", + "cognitive reflection", + "cognitive reserve", + "cognitive rumination", + "cognitive science", + "cognitive symptom", + "cognitive therapy", + "cognitive weariness", + "coherence sense", + "coital frequency", + "coitus", + "collective behavior", + "collective efficacy", + "color perception", + "color therapy", + "color vision", + "commercial sex", + "communication", + "communication program", + "communication research", + "community psychiatry", + "community sense", + "compass orientation", + "compassion", + "competence", + "competitive behavior", + "compliant behavior", + "comprehension", + "concept acquisition", + "concept formation", + "concept learning", + "conceptualization", + "conditioned reflex", + "confidentiality", + "conflict resolution", + "confusion", + "conscience", + "consciousness", + "consensual union", + "consensus", + "consensus development", + "constructive coping", + "constructive feedback", + "consumer behavior", + "consumer preference", + "consumer satisfaction", + "consummatory behavior", + "contempt", + "contour perception", + "contraception behavior", + "contraceptive behavior", + "contraceptive usage", + "contrast sensitivity", + "control locus", + "convulsive therapy", + "coping behavior", + "coping skill", + "coping strategy", + "coping technique", + "copulation", + "core balance", + "core stability", + "corpse", + "cortical vigilance", + "countertransference", + "couple therapy", + "courage", + "courtship", + "covert racism", + "craving", + "creative ability", + "creative thinking", + "creativeness", + "creativity", + "credit assignment", + "criminal behavior", + "criminal conduct", + "criminal intent", + "criminal psychology", + "criminal recidivism", + "criminality", + "crisis intervention", + "critical thinking", + "crying", + "cue", + "cultural psychiatry", + "curiosity", + "currently married", + "dance therapy", + "dangerous behavior", + "dangerousness", + "data display", + "daughter", + "day dream", + "daydream", + "daylight vision", + "deadline pressure", + "death feigning", + "deception", + "decision making", + "deep sleep", + "deferred gratification", + "dehumanization", + "delirium", + "delta sleep", + "delusion", + "dementia", + "demoralization", + "dependency burden", + "depersonalization", + "depression", + "depth perception", + "developmental psychology", + "deviant behavior", + "dialect", + "diet habit", + "dietary habit", + "difference limen", + "differential threshold", + "dignity", + "dignity psychotherapy", + "dignity therapy", + "diplomacy", + "disability discrimination", + "disclosure", + "discrimination exposure", + "discrimination learning", + "discriminative learning", + "discriminatory practice", + "disgust", + "disorientation", + "dispute", + "disruptive behavior", + "dissent", + "dissociation", + "distance discrimination", + "distance perception", + "divorce", + "domestic partner", + "dominance hierarchy", + "dominance subordination", + "dowry", + "drama therapy", + "dream", + "drive", + "drug adherence", + "drug compliance", + "drunk driving", + "drunken driving", + "drunkenness", + "dyslexia", + "e therapy", + "early awakening", + "eating behavior", + "economic burden", + "economic hardship", + "educational psychology", + "efficiency", + "ego", + "egocentricity", + "egocentrism", + "eidetic imagery", + "electroshock", + "electroshock therapy", + "eliminative behavior", + "embarrassment", + "emergence agitation", + "emergence excitement", + "emmetropia", + "emotion", + "emotion regulation", + "emotional adaptation", + "emotional adjustment", + "emotional bond", + "emotional intelligence", + "emotional regulation", + "empathy", + "empowerment", + "encounter group", + "engineering psychology", + "enjoyment", + "entoptic phenomena", + "entoptic phenomenon", + "entoptic vision", + "environmental psychology", + "envy", + "episodic memory", + "error disclosure", + "escape reaction", + "ethanol abstinence", + "ethnopsychology", + "ethology", + "euphoria", + "ever married", + "everyday racism", + "exam stress", + "exceptional child", + "exclusive breastfeeding", + "executive control", + "executive function", + "existential psychology", + "existentialism", + "expectation", + "experience sampling", + "experiential learning", + "experimental psychology", + "exploratory behavior", + "exposure therapy", + "expressed emotion", + "extended family", + "extended household", + "extrasensory perception", + "extraversion", + "extroversion", + "face expression", + "face perception", + "face recognition", + "facial expression", + "facial recognition", + "fake news", + "false allegation", + "familiarity", + "family", + "family assistance", + "family characteristic", + "family conflict", + "family demography", + "family dynamic", + "family dynamics", + "family encouragement", + "family member", + "family relation", + "family relationship", + "family research", + "family separation", + "family size", + "family sizes", + "family structure", + "family support", + "family therapy", + "fantasy", + "farsightedness", + "fasting", + "fatal attempt", + "fatal suicide", + "father", + "fear", + "feeding behavior", + "feeding pattern", + "feeling", + "female homosexuality", + "femininity", + "figural aftereffect", + "filiation", + "financial burden", + "financial challenge", + "financial contribution", + "financial disclosure", + "financial gift", + "financial hardship", + "financial pressure", + "financial strain", + "financial stress", + "financial toxicity", + "finger sucking", + "first birth", + "first intercourse", + "fixation disparity", + "flicker fusion", + "flight reaction", + "flooding therapy", + "food fussiness", + "food habit", + "food preference", + "food selection", + "forensic psychiatry", + "forensic psychology", + "forgiveness", + "formative feedback", + "free association", + "free will", + "freudian theory", + "frigidity", + "frustration", + "fugue", + "functional laterality", + "future generation", + "gambling", + "garden therapy", + "gardening therapy", + "gender", + "gender bias", + "gender discrimination", + "gender identity", + "gender role", + "generation gap", + "genetic determinism", + "gestalt theory", + "gestalt therapy", + "gestational carrier", + "gestational mother", + "gesture", + "gift giving", + "gifted adolescent", + "gifted child", + "gladness", + "glue sniffing", + "goal", + "grandfather", + "grandmother", + "grandparent", + "gratification", + "grief", + "group behavior", + "group cohesion", + "group cohesiveness", + "group dynamic", + "group dynamics", + "group identification", + "group interaction", + "group meeting", + "group potency", + "group pressure", + "group process", + "group psychotherapy", + "group solidarity", + "group structure", + "group therapy", + "group thinking", + "growth opportunity", + "guilt", + "gustation", + "gustatory perception", + "gustatory response", + "habit", + "hallucination", + "handedness", + "happiness", + "haptic communication", + "haptic perception", + "harm minimization", + "harm reduction", + "hashish smoking", + "hate", + "hazardous behavior", + "head banging", + "health attitude", + "health behavior", + "healthy adaptation", + "healthy diet", + "healthy eating", + "healthy nutrition", + "hearing", + "heat avoidance", + "helping behavior", + "herbal smoking", + "herbivore", + "heroism", + "heterosexual", + "heterosexuality", + "heuristic", + "hiccup", + "hidden bias", + "hidden grief", + "historic trauma", + "historical trauma", + "hoarding", + "hoax", + "home range", + "homesickness", + "homosexuality", + "hope", + "hopefulness", + "horticultural therapy", + "horticulture therapy", + "host mother", + "hostility", + "household", + "household head", + "housing discrimination", + "human characteristic", + "human development", + "human engineering", + "human nature", + "humanitarianism", + "hunger", + "husband", + "hypersomnia", + "hypnagogic hallucination", + "hypnoanalysis", + "hypnosis", + "hypnotherapy", + "hypnotism", + "hypomania", + "hysteria", + "identity crises", + "identity crisis", + "identity recognition", + "idiocy", + "illegal behavior", + "illicit behavior", + "illiteracy", + "illness behavior", + "illusion", + "imagery psychotherapy", + "imaginal flooding", + "imagination", + "imitative behavior", + "immediate memory", + "immediate recall", + "implicit bias", + "implosive therapy", + "impotence", + "inadequate personality", + "incentive", + "incivility", + "individual difference", + "individuality", + "individuation", + "industrial psychology", + "infant behavior", + "infant development", + "infant psychology", + "information avoidance", + "information denial", + "information disclosure", + "information display", + "innate behavior", + "insanity defense", + "insomnia", + "instinct", + "institutional racism", + "instrumental learning", + "intelligence", + "intelligence test", + "intention", + "intermarriage", + "intermittent fasting", + "interparental conflict", + "interpersonal psychotherapy", + "interpersonal relation", + "interpersonal skill", + "intersectional framework", + "introversion", + "intuition", + "irritable mood", + "jealousy", + "job control", + "job demand", + "job satisfaction", + "joy", + "judgment", + "kinesics", + "kinesis", + "kinesthetic illusion", + "kinesthetic sense", + "kinship network", + "language", + "language acquisition", + "language development", + "language test", + "laughter", + "leadership", + "learned helplessness", + "learning", + "learning curve", + "learning disturbance", + "learning transfer", + "lesbianism", + "lethargy", + "libido", + "lie detection", + "life course", + "life crises", + "life crisis", + "life experience", + "life satisfaction", + "life stress", + "life style", + "listening effort", + "literacy", + "lobotomy", + "lockjaw", + "loneliness", + "loudness perception", + "love", + "lying", + "machiavellianism", + "male homosexuality", + "mans role", + "manual communication", + "marijuana use", + "marital conflict", + "marital relationship", + "marital status", + "marital therapy", + "marriage", + "marriage age", + "marriage consummation", + "marriage duration", + "marriage pattern", + "marriage postponement", + "marriage therapy", + "married person", + "masculinity", + "masochism", + "mass behavior", + "mass gathering", + "masturbation", + "mate selection", + "maternal behavior", + "maternal deprivation", + "matriarchy", + "maze learning", + "maze test", + "meal skipping", + "media exposure", + "mediating", + "mediation", + "medical etiquette", + "medical sociology", + "medication adherence", + "medication compliance", + "medication nonadherence", + "medication noncompliance", + "medication persistence", + "meditation", + "memory", + "memory consolidation", + "mental competence", + "mental competency", + "mental fog", + "mental growth", + "mental hygiene", + "mental orientation", + "mental recall", + "merycism", + "mesmerism", + "mesopic vision", + "meta cognition", + "meta emotion", + "meta memory", + "migratory pain", + "milieu therapy", + "military family", + "mindfulness", + "mirror writing", + "misinformation", + "monocular vision", + "mood", + "moral claim", + "moral development", + "moral duty", + "moral obligation", + "moral status", + "morale", + "morality", + "morals", + "moro reflex", + "mother", + "motion perception", + "motivation", + "motor activity", + "motor skill", + "mourning", + "movement perception", + "movement sensation", + "multiple psychotherapy", + "muscle soreness", + "music therapy", + "narcissism", + "narcosynthesis", + "narcotherapy", + "narration", + "narrative ethics", + "narrative medicine", + "narrative therapy", + "nature therapy", + "negative reinforcement", + "negative thinking", + "negativism", + "negotiation", + "nervousness", + "nest leaving", + "neuropsychiatry", + "neuropsychology", + "neuroticism trait", + "night vision", + "nightmare", + "nonsexual harassment", + "nonverbal communication", + "norm", + "nuclear family", + "nuptiality", + "obesity bias", + "object relation", + "object relationship", + "obsession", + "ocular disparity", + "ocular parallax", + "ocular vision", + "oedipus complex", + "olfaction", + "olfactory perception", + "only child", + "opinion", + "optic flow", + "optical flow", + "optical illusion", + "optimism", + "oral character", + "oral phase", + "oral sex", + "oral stage", + "organizational behavior", + "organizational dynamic", + "organizational dynamics", + "organoleptic", + "orgasm", + "orientation", + "originality", + "orthopsychiatry", + "ostracism", + "outpatient commitment", + "pain", + "pain perception", + "pain threshold", + "pair bond", + "paradoxical sleep", + "parapsychology", + "parent", + "parental age", + "parenthood status", + "partner communication", + "pastoral psychology", + "paternal behavior", + "paternal deprivation", + "paternalism", + "patient activation", + "patient adherence", + "patient compliance", + "patient dropout", + "patient elopement", + "patient empowerment", + "patient engagement", + "patient involvement", + "patient nonadherence", + "patient noncompliance", + "patient participation", + "patient preference", + "patient satisfaction", + "patriarchy", + "pederasty", + "pediatric psychology", + "peer group", + "peer influence", + "peer pressure", + "peer review", + "perception", + "perceptual closure", + "perceptual defense", + "perceptual distortion", + "perceptual psychology", + "perfectionism", + "permissiveness", + "personal autonomy", + "personal communication", + "personal power", + "personal respect", + "personal satisfaction", + "personal space", + "personality", + "personality assessment", + "personality development", + "personality inventory", + "pessimism", + "pet therapy", + "phallic stage", + "pharyngeal reflex", + "phosphene", + "photographic memory", + "photokinesis", + "photopic vision", + "physical inactivity", + "physical suffering", + "physician role", + "physiological psychology", + "picky eating", + "piloerection", + "pipe smoking", + "pitch discrimination", + "pitch perception", + "play therapy", + "pleasure", + "political dissent", + "polygamy", + "polygyny", + "position sense", + "positive adaptation", + "positive psychology", + "positive reinforcement", + "postanesthetic excitement", + "posttraumatic growth", + "postural balance", + "postural control", + "postural equilibrium", + "posture balance", + "posture control", + "posture equilibrium", + "posture sense", + "power", + "practice community", + "practice scope", + "predation", + "predatory behavior", + "prejudice", + "preventive psychiatry", + "primary coping", + "privileged communication", + "probability learning", + "problem behavior", + "procrastination", + "productivity", + "professional identification", + "professional power", + "professional role", + "progressive relaxation", + "projection", + "projective technic", + "projective technics", + "projective technique", + "proprioception", + "proprioceptive feedback", + "prospective memory", + "prostitution", + "prudent diet", + "pseudodementia", + "psychiatric jurisprudence", + "psychiatry", + "psychic research", + "psychical research", + "psychoanalysis", + "psychoanalytic interpretation", + "psychoanalytic theory", + "psychoanalytical interpretation", + "psychoanalytical theory", + "psychoanalytical therapy", + "psychodrama", + "psychodynamic analyses", + "psychodynamic analysis", + "psychodynamic assessment", + "psychodynamic psychotherapy", + "psychogalvanic reflex", + "psychogenetics", + "psychologic adaptation", + "psychologic desensitization", + "psychologic interview", + "psychologic manipulation", + "psychologic technic", + "psychologic technics", + "psychologic technique", + "psychologic test", + "psychologic theory", + "psychological adaptation", + "psychological adjustment", + "psychological anticipation", + "psychological aspiration", + "psychological bonding", + "psychological conflict", + "psychological denial", + "psychological desensitization", + "psychological discrimination", + "psychological displacement", + "psychological distance", + "psychological extinction", + "psychological extraversion", + "psychological extroversion", + "psychological factor", + "psychological feedback", + "psychological generalization", + "psychological growth", + "psychological handling", + "psychological identification", + "psychological inhibition", + "psychological intervention", + "psychological interview", + "psychological introversion", + "psychological manipulation", + "psychological orientation", + "psychological phenomena", + "psychological power", + "psychological practice", + "psychological recognition", + "psychological recovery", + "psychological reinforcement", + "psychological rejection", + "psychological resilience", + "psychological resiliency", + "psychological retention", + "psychological safety", + "psychological set", + "psychological stress", + "psychological sublimation", + "psychological technic", + "psychological technics", + "psychological technique", + "psychological test", + "psychological theory", + "psychological transference", + "psychological unconscious", + "psychological wellness", + "psychologist", + "psychology", + "psychology extraversion", + "psychology generalization", + "psychology handling", + "psychology identification", + "psychology inhibition", + "psychology introversion", + "psychology practice", + "psychology recognition", + "psychology regression", + "psychology reinforcement", + "psychology rejection", + "psychology repression", + "psychology retention", + "psychology set", + "psychology transfer", + "psychology transference", + "psychology unconscious", + "psychometric", + "psychometrics", + "psychomotor performance", + "psychomotor speed", + "psychophysic", + "psychophysics", + "psychophysiologic feedback", + "psychophysiologic habituation", + "psychophysiological habituation", + "psychophysiology", + "psychosexual development", + "psychosocial factor", + "psychosocial intervention", + "psychosomatic assessment", + "psychosurgery", + "psychotherapeutic process", + "psychotherapy", + "psychotherapy imagery", + "public demonstration", + "public speaking", + "punishment", + "pyromania", + "q sort", + "racial bias", + "racial discrimination", + "racial prejudice", + "racism", + "rage", + "rational psychotherapy", + "rationalization", + "raven test", + "reaction time", + "reaction times", + "reactive confusion", + "reactive inhibition", + "readability", + "reality testing", + "reality therapy", + "recidivism", + "recontact", + "red s", + "reflection process", + "reflective practice", + "reflective thinking", + "reflex", + "regret", + "reinforcement schedule", + "relaxation technic", + "relaxation technics", + "relaxation technique", + "relaxation therapy", + "remarriage", + "remedial teaching", + "remote memory", + "repetition priming", + "repressed memory", + "repression", + "repression sensitization", + "reproductive behavior", + "residential treatment", + "resilience", + "resiliency", + "respect", + "response generalization", + "response latency", + "response speed", + "response time", + "response times", + "responsible sex", + "restlessness", + "retinal disparity", + "reversal learning", + "revulsion", + "reward", + "risk behavior", + "risk reduction", + "road rage", + "rod vision", + "role", + "role concept", + "role conflict", + "role strain", + "rudeness", + "sadism", + "sadness", + "satiation", + "satiety response", + "satisfaction", + "schema therapy", + "schizophrenic language", + "school dropout", + "scotopic vision", + "searching behavior", + "secrecy", + "sedentary behavior", + "sedentary time", + "selective attention", + "self", + "self appraisal", + "self assessment", + "self compassion", + "self concept", + "self confidence", + "self control", + "self criticism", + "self determination", + "self disclosure", + "self efficacy", + "self esteem", + "self evaluation", + "self examination", + "self forgiveness", + "self hypnosis", + "self perception", + "self regulation", + "self stimulation", + "semantic differential", + "semiconsciousness", + "sensation", + "sensorimotor feedback", + "sensory deprivation", + "sensory feedback", + "sensory function", + "sensory threshold", + "sentiment", + "separation", + "serial learning", + "sex abstinence", + "sex behavior", + "sex bias", + "sex deviation", + "sex discrimination", + "sex education", + "sex industry", + "sex orientation", + "sex role", + "sex work", + "sexology", + "sexual abstinence", + "sexual activity", + "sexual arousal", + "sexual behavior", + "sexual discrimination", + "sexual excitement", + "sexual gratification", + "sexual harassment", + "sexual intercourse", + "sexual masochism", + "sexual orientation", + "sexual satisfaction", + "sexuality", + "sexuality education", + "shame", + "shock therapy", + "shyness", + "sibling", + "sibling relation", + "sick role", + "sickness behavior", + "sickness presence", + "sign language", + "single parent", + "single person", + "single stepparent", + "sister", + "situation awareness", + "situational awareness", + "situational therapy", + "size perception", + "sleep", + "sleep debt", + "sleep duration", + "sleep hygiene", + "sleep latency", + "sleep quality", + "sleep quantity", + "sleep stage", + "sleeping habit", + "sleeplessness", + "sleepwalking", + "smell", + "smell sense", + "smiling", + "smoking", + "smoking blunt", + "smoking cessation", + "smoking reduction", + "social ability", + "social accountability", + "social adjustment", + "social attention", + "social behavior", + "social cognition", + "social cohesion", + "social communication", + "social comparison", + "social competence", + "social conformity", + "social coping", + "social desirability", + "social discrimination", + "social disorganization", + "social dominance", + "social dynamic", + "social dynamics", + "social evolution", + "social exclusion", + "social facilitation", + "social identification", + "social identity", + "social inclusion", + "social integration", + "social intelligence", + "social interaction", + "social learning", + "social loafing", + "social norm", + "social obligation", + "social perception", + "social power", + "social psychiatry", + "social psychology", + "social reinforcement", + "social relationship", + "social responsibility", + "social science", + "social skill", + "social stigma", + "social theory", + "social worth", + "sociality", + "societal", + "socioeconomic adversity", + "sociological theory", + "sociology", + "son", + "sons", + "sound localization", + "space perception", + "space privacy", + "spatial ability", + "spatial behavior", + "spatial learning", + "spatial memory", + "spatial navigation", + "spatial orientation", + "spatial visualization", + "speech", + "speech discrimination", + "speech intelligibility", + "speech perception", + "spiritual sensitivity", + "spirituality", + "splitting pain", + "sport psychology", + "sports psychology", + "spousal notification", + "spouse", + "staff attitude", + "stalking", + "startle reaction", + "startle reflex", + "startle response", + "stepparent", + "stepparent family", + "stereoscopic vision", + "stereotyping", + "stigmatization", + "stimulus generalization", + "stopping smoking", + "stress immunity", + "structural racism", + "student dropout", + "subconscious", + "subconscious bias", + "subjective health", + "subjective stress", + "subliminal perception", + "subliminal stimulation", + "subliminal stimulus", + "sucking behavior", + "suggestion", + "suicide attempt", + "superego", + "surrogate mother", + "survivorship", + "symbolic interactionism", + "systematic racism", + "systemic racism", + "tactile gnosis", + "tactile illusion", + "tactile perception", + "tactile sense", + "taction", + "talent", + "task performance", + "taste", + "taste perception", + "taste sense", + "taste threshold", + "taxis response", + "team efficacy", + "teen father", + "teenage drinking", + "teenage father", + "telepathy", + "temperament", + "temperance", + "temperature sense", + "temporal perception", + "territoriality", + "theoretical technic", + "theoretical technics", + "theoretical technique", + "therapeutic adherence", + "therapeutic alliance", + "therapeutic community", + "therapeutic compliance", + "therapeutic horticulture", + "therapeutic relaxation", + "thermal avoidance", + "thermotaxis", + "thinking", + "thinking skill", + "thirst", + "thought", + "threat cue", + "threat sensitivity", + "timbre discrimination", + "timbre identification", + "timbre perception", + "time constraint", + "time management", + "time perception", + "time pressure", + "time study", + "timidity", + "tobacco cessation", + "tobacco smoking", + "toilet training", + "token economy", + "token reinforcement", + "tonal discrimination", + "tone differentiation", + "tone identification", + "tone perception", + "tonic immobilization", + "touch", + "touch perception", + "touch sense", + "training transfer", + "transactional analyses", + "transactional analysis", + "transvestism", + "treatment adherence", + "treatment compliance", + "treatment refusal", + "trust", + "truth disclosure", + "uncertainty", + "uncivil behavior", + "unconscious bias", + "understanding", + "unhappiness", + "unlawful behavior", + "unmarried", + "unprotected intercourse", + "unprotected sex", + "vaccination delay", + "vaccination hesitancy", + "vaccination refusal", + "vaccine delay", + "vaccine hesitancy", + "vaccine refusal", + "value orientation", + "verbal behavior", + "verbal learning", + "verbal reinforcement", + "vertigo", + "vestibular sense", + "virginity", + "virtual bullying", + "virtue", + "vision", + "visual disparity", + "visual feedback", + "visual field", + "visual illusion", + "visual perception", + "visual transduction", + "vocational guidance", + "voice identification", + "voice recognition", + "volition", + "voluntary childlessness", + "voyeurism", + "wakefulness", + "weight bias", + "weight perception", + "weight prejudice", + "weight stigma", + "well aging", + "wet nursing", + "whistle blower", + "whistle blowing", + "widow", + "widowed", + "widower", + "widowhood", + "wife", + "wit", + "work satisfaction", + "work simplification", + "working memory", + "workplace abuse", + "workplace bullying", + "workplace incivility", + "xenophobia", + "youth drinking" } diff --git a/src/medical_named_entity_recognition/disease_finder.py b/src/medical_named_entity_recognition/disease_finder.py index d239c97..ed980db 100644 --- a/src/medical_named_entity_recognition/disease_finder.py +++ b/src/medical_named_entity_recognition/disease_finder.py @@ -167,40 +167,47 @@ def find_diseases(tokens: list, is_fuzzy_match=False, is_ignore_case=None): is_exclude = set() # Search for 2 token sequences - for token_idx, token in enumerate(tokens[:-1]): - next_token = tokens[token_idx + 1] - cand = token + " " + next_token - cand_norm = cand.lower() - - match = disease_variant_to_canonical.get(cand_norm, None) - if match is None: - cand_norm_2 = re_apostrophe.sub("", cand_norm) - disease_variant_to_canonical.get(cand_norm_2, None) - - if match: - - for m in match: - match_data = dict(disease_canonical_to_data.get(m, {})) | disease_variant_to_variant_data.get(cand_norm, - {}) - match_data["match_type"] = "exact" - match_data["matching_string"] = cand - - disease_matches.append((match_data, token_idx, token_idx + 1)) - is_exclude.add(token_idx) - is_exclude.add(token_idx + 1) - elif is_fuzzy_match: - if token.lower() not in stopwords and next_token.lower() not in stopwords: - fuzzy_matched_variant, similarity = get_fuzzy_match(cand_norm) - if fuzzy_matched_variant is not None: - match = disease_variant_to_canonical[fuzzy_matched_variant] - for m in match: - match_data = dict(disease_canonical_to_data.get(m, {})) | disease_variant_to_variant_data.get( - fuzzy_matched_variant, {}) - match_data["match_type"] = "fuzzy" - match_data["match_similarity"] = similarity - match_data["match_variant"] = fuzzy_matched_variant - match_data["matching_string"] = cand - disease_matches.append((match_data, token_idx, token_idx + 1)) + for seq_length in range(5, 0, -1): + for token_idx, token in enumerate(tokens[:-(seq_length - 1)]): + cand = " ".join(tokens[token_idx:token_idx + seq_length]) + cand_norm = cand.lower() + + + + match = disease_variant_to_canonical.get(cand_norm, None) + if match is None: + cand_norm_2 = re_apostrophe.sub("", cand_norm) + disease_variant_to_canonical.get(cand_norm_2, None) + + if match: + + for m in match: + match_data = dict(disease_canonical_to_data.get(m, {})) | disease_variant_to_variant_data.get(cand_norm, + {}) + match_data["match_type"] = "exact" + match_data["matching_string"] = cand + + disease_matches.append((match_data, token_idx, token_idx + 1)) + is_exclude.add(token_idx) + is_exclude.add(token_idx + 1) + elif is_fuzzy_match: + is_token_in_stopwords = False + for token in tokens[token_idx:token_idx + seq_length]: + if token.lower() in stopwords: + is_token_in_stopwords = True + + if not is_token_in_stopwords: + fuzzy_matched_variant, similarity = get_fuzzy_match(cand_norm) + if fuzzy_matched_variant is not None: + match = disease_variant_to_canonical[fuzzy_matched_variant] + for m in match: + match_data = dict(disease_canonical_to_data.get(m, {})) | disease_variant_to_variant_data.get( + fuzzy_matched_variant, {}) + match_data["match_type"] = "fuzzy" + match_data["match_similarity"] = similarity + match_data["match_variant"] = fuzzy_matched_variant + match_data["matching_string"] = cand + disease_matches.append((match_data, token_idx, token_idx + 1)) for token_idx, token in enumerate(tokens): if token_idx in is_exclude: diff --git a/src/medical_named_entity_recognition/disease_ner_dictionary.pkl.bz2 b/src/medical_named_entity_recognition/disease_ner_dictionary.pkl.bz2 index efca49a5ae12244a3e090b8faed0c3c1e32a3e25..ce1ba03862c8502f4f68123f2b9014817b66a7f4 100644 GIT binary patch literal 657115 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