{"id":"W2202459163","doi":"10.1177/0898264315599941","title":"Very Frequent Fallers and Future Fall Injury","year":2015,"lang":"en","type":"article","venue":"Journal of Aging and Health","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Medicine; Injury prevention; Poison control; Occupational safety and health; Emergency department; Suicide prevention; Fall prevention; Human factors and ergonomics; Medical emergency; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001988766,0.00008980234,0.0002822876,0.0001058945,0.0002969469,0.00001262073,0.00005825912,0.0000949546,0.00000244182],"category_scores_gemma":[0.00001610747,0.00006876259,0.0000360359,0.00006278895,0.00002664746,0.0001604454,0.00003277535,0.000652286,0.000005421877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427866,"about_ca_system_score_gemma":0.0005589977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002701227,"about_ca_topic_score_gemma":0.0001204814,"domain_scores_codex":[0.998697,0.0002484325,0.0004938114,0.00009935209,0.0001872987,0.0002741355],"domain_scores_gemma":[0.998846,0.00003812201,0.0004864228,0.0000815912,0.0001346988,0.0004131572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002959679,0.0004123366,0.505466,0.001683586,0.0001438379,0.00003810157,0.03411145,0.000001259096,0.0002182471,0.003919956,0.3278686,0.1258407],"study_design_scores_gemma":[0.002770468,0.0007327495,0.7841672,0.0009768991,0.00002657552,0.00006983284,0.01410009,0.00004577485,5.027971e-7,0.004646025,0.1923102,0.0001536248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944432,0.01190231,0.0001047416,0.04011964,0.0018798,0.0001729772,0.000006179784,0.00002126396,0.001361131],"genre_scores_gemma":[0.9723369,0.01799146,0.001318705,0.005311009,0.002604828,0.000002203412,0.000003345188,0.0000153408,0.0004161642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2787012,"threshold_uncertainty_score":0.2833894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05632689770117263,"score_gpt":0.4003583001563267,"score_spread":0.3440314024551541,"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."}}