{"id":"W4415790385","doi":"10.1186/s12877-025-05693-3","title":"Fall prevention indicator priorities for public health and across health sectors in Ontario: a comparative study","year":2025,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; BC Centre for Disease Control; Public Health Ontario; University of British Columbia; Provincial Health Services Authority; BC Children's Hospital; University of Toronto","funders":"","keywords":"Public health; Fall prevention; Work (physics); Occupational safety and health; Suicide prevention; Rehabilitation; Injury prevention; Order (exchange)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008844516,0.0003932261,0.000574099,0.002955328,0.005717996,0.002544807,0.001038509,0.000542963,0.002186067],"category_scores_gemma":[0.01859089,0.0005212396,0.0008601574,0.007685625,0.001829992,0.001510188,0.002901138,0.000698956,0.0001320032],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1124909,"about_ca_system_score_gemma":0.1193557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9742032,"about_ca_topic_score_gemma":0.9894957,"domain_scores_codex":[0.9945925,0.0009606958,0.0004808349,0.0002689597,0.00225874,0.001438231],"domain_scores_gemma":[0.9860922,0.002432137,0.002276405,0.0003755087,0.006577979,0.002245934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004765712,0.0003228966,0.8158432,0.0009746579,0.000126681,0.0004803803,0.1211582,0.0004459718,0.0005735226,0.001981954,0.004520068,0.05309586],"study_design_scores_gemma":[0.00004307744,0.0002282067,0.886147,0.0003591209,0.00006977403,0.00005995146,0.1055338,0.0006566111,0.0001153432,0.0002557294,0.00648767,0.00004368497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907742,0.0005381849,0.0004130537,0.001286855,0.00001854125,0.0005611134,0.0007994821,0.00001411906,0.005594463],"genre_scores_gemma":[0.9966505,0.0005400114,0.001162017,0.0001428236,0.000005776468,0.0002958525,0.0003326244,0.000006288046,0.0008640809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.887509,"threshold_uncertainty_score":0.8161827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126926422004919,"score_gpt":0.4437954865696405,"score_spread":0.3168690645647214,"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."}}