{"id":"W4390111105","doi":"10.2147/cia.s430309","title":"Involvement of Older Adults, the Golden Resources, as a Primary Measure for Fall Prevention","year":2023,"lang":"en","type":"article","venue":"Clinical Interventions in Aging","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science for Life Laboratory; Knut och Alice Wallenbergs Stiftelse; Vetenskapsrådet; Uppsala Multidisciplinary Center for Advanced Computational Science; High Performance Research Computing, Texas A and M University; Research Manitoba; Compute Canada; Society of Canadian Ornithologists","keywords":"Fall prevention; Medicine; Gerontology; Psychological intervention; Fear of falling; Suicide prevention; Injury prevention; Poison control; Quality of life (healthcare); Independence (probability theory); Intervention (counseling); Falling (accident); Successful aging; Balance (ability); Occupational safety and health; Population; Nursing; Physical therapy; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002766468,0.0004915621,0.0008465903,0.001935207,0.001465291,0.00109634,0.001186855,0.001102377,0.005021126],"category_scores_gemma":[0.01175547,0.0002563132,0.0005769212,0.0008798523,0.0004595187,0.001529124,0.002421294,0.001172973,0.001149248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143976,"about_ca_system_score_gemma":0.003407168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007976497,"about_ca_topic_score_gemma":0.02222136,"domain_scores_codex":[0.9968188,0.001476216,0.0003335899,0.0002713404,0.0008264386,0.0002736298],"domain_scores_gemma":[0.9938813,0.0006990797,0.001457895,0.0003036294,0.001357424,0.002300634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001662794,0.001726979,0.6059909,0.002069949,0.0002387726,0.0003250296,0.004844118,0.0001933592,0.0004753384,0.001098018,0.0420155,0.3408557],"study_design_scores_gemma":[0.00005430104,0.001093742,0.9398465,0.002760151,0.0003256084,0.0008541258,0.00553196,0.0007591523,0.0004053437,0.001344152,0.04695688,0.00006811111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8096884,0.02339916,0.008189287,0.04267949,0.001742489,0.003580345,0.005094402,0.0005895199,0.1050369],"genre_scores_gemma":[0.9678072,0.00727489,0.01079343,0.004012445,0.0002197145,0.001528038,0.00117175,0.00002646975,0.007166053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007976497,"threshold_uncertainty_score":0.01679736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1489002725452503,"score_gpt":0.4790417924126406,"score_spread":0.3301415198673903,"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."}}