{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007484809,0.0001514574,0.0004131522,0.0002033921,0.0003328501,0.00001353645,0.0004224213,0.0002421868,0.00004718089],"category_scores_gemma":[0.001049795,0.0001202293,0.0008031121,0.0005179559,0.0001267894,0.000126971,0.0003032403,0.0007384024,0.000159083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001156019,"about_ca_system_score_gemma":0.0001123708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002067695,"about_ca_topic_score_gemma":0.001759239,"domain_scores_codex":[0.9955536,0.001242074,0.00208417,0.0004081013,0.0002812395,0.0004308639],"domain_scores_gemma":[0.9970693,0.001429698,0.0007043947,0.0004976686,0.0002249556,0.00007400077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009023275,0.007408367,0.5953806,0.01323388,0.0007016635,0.00001167755,0.0171537,0.00001375945,0.0004127217,0.01067252,0.1065597,0.2475491],"study_design_scores_gemma":[0.004406773,0.0002850154,0.9509287,0.0155642,0.0001107896,5.598548e-7,0.006660361,0.0005812364,0.00000211232,0.009472784,0.01181612,0.0001713098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846349,0.001115849,0.00354649,0.0022721,0.001866268,0.003291462,0.00004709731,0.000177767,0.00304801],"genre_scores_gemma":[0.9821768,0.0003675256,0.0005634683,0.0005482299,0.0004387088,0.00128927,0.0002472753,0.00004050851,0.01432821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3555481,"threshold_uncertainty_score":0.490281,"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."}}