{"id":"W4388041316","doi":"10.1371/journal.pone.0293554","title":"Fear of falling: Scoping review and topic analysis using natural language processing","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Canada First Research Excellence Fund; York University","keywords":"CINAHL; PsycINFO; Systematic review; MEDLINE; Fear of falling; Poison control; Psychological intervention; Applied psychology; Psychology; Human factors and ergonomics; Medicine; Environmental health; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04198153,0.00322151,0.01162162,0.04891806,0.002260712,0.005956967,0.003586568,0.003001094,0.0108667],"category_scores_gemma":[0.1395662,0.001734628,0.0146129,0.03296654,0.002296874,0.005658835,0.005565278,0.002067427,0.001110144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008322096,"about_ca_system_score_gemma":0.0339798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01126615,"about_ca_topic_score_gemma":0.02965849,"domain_scores_codex":[0.960941,0.01166948,0.01950173,0.002071348,0.005229305,0.0005871279],"domain_scores_gemma":[0.8950213,0.07904824,0.01349502,0.002314159,0.00963201,0.0004894244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008420177,0.00001605692,0.0003999465,0.9478815,0.002907253,0.000129563,0.0009316234,0.0001414191,0.000166855,0.0005544443,0.002159353,0.04462774],"study_design_scores_gemma":[0.00008958581,0.00009585296,0.00160398,0.947913,0.02217499,0.000215305,0.0009094631,0.0001462176,0.0001944894,0.001017546,0.02557973,0.00005988963],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002847186,0.9606541,0.00665463,0.001557962,0.0005518158,0.02067435,0.004897181,0.0001406868,0.002022017],"genre_scores_gemma":[0.02060259,0.8946351,0.02000735,0.001380367,0.0002683202,0.05900498,0.003081069,0.00007235294,0.0009478096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04891806,"threshold_uncertainty_score":0.2220222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006441260914136,"score_gpt":0.4102002903319886,"score_spread":0.309556164240575,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}