{"id":"W6945950460","doi":"10.25959/23246681.v1","title":"Predictors of falls in middle-aged women","year":2023,"lang":"en","type":"article","venue":"UTAS Research Repository","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohort; Test (biology); Injury prevention; Poison control; Intervention (counseling); Prospective cohort study; Fall prevention; Falling (accident); Suicide prevention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004788087,0.0001031992,0.0002653691,0.0006053076,0.0004362069,0.000009827246,0.0003314061,0.0002460384,0.00003087469],"category_scores_gemma":[0.0005069724,0.00009549723,0.00005882464,0.001179908,0.0001705386,0.0001287863,0.0002573271,0.001178567,0.0003955964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004108579,"about_ca_system_score_gemma":0.0004400359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006021047,"about_ca_topic_score_gemma":0.0001466641,"domain_scores_codex":[0.9950777,0.002163982,0.0006261202,0.0003190919,0.0008214703,0.000991603],"domain_scores_gemma":[0.9981124,0.0008776467,0.0001269321,0.0004682128,0.0002219313,0.0001928998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002905113,0.0005370245,0.7013529,0.001413952,0.00008089542,0.0001623994,0.02454881,0.000003723377,0.2360324,0.000677367,0.03399657,0.0009034575],"study_design_scores_gemma":[0.0009744982,0.0001530595,0.9823887,0.0004704118,0.000002655944,0.00000106908,0.008030592,0.0001655923,0.0001961439,0.0006122542,0.006913142,0.00009185094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672273,0.0001512399,0.000002209593,0.00008841155,0.0007277234,0.0007724165,0.00001575077,0.0001217079,0.03089326],"genre_scores_gemma":[0.9653262,0.0002041012,0.00001996824,0.00002313005,0.0003348679,0.000439246,0.0000268048,0.00002564961,0.03360006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2810358,"threshold_uncertainty_score":0.5120355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09647469183528211,"score_gpt":0.4259811219338097,"score_spread":0.3295064300985275,"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."}}