{"id":"W4385432840","doi":"10.1177/23337214231189930","title":"Risky Business: Factors That Increase Risk of Falls Among Older Adult In-Patients","year":2023,"lang":"en","type":"article","venue":"Gerontology and Geriatric Medicine","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Niagara Health System; Brock University","funders":"","keywords":"Gerontology; Falls in older adults; Medicine; Environmental health; Medical emergency; Injury prevention; Demography; Poison control; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008482869,0.0001965063,0.0006147339,0.0003731558,0.0002301314,0.000001264946,0.0001290495,0.0003876085,0.00009456142],"category_scores_gemma":[0.001008013,0.0001437659,0.00003933814,0.0006551402,0.0002105015,0.00009659192,0.00008940154,0.0004453879,0.00003605418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000360058,"about_ca_system_score_gemma":0.00006164308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00821145,"about_ca_topic_score_gemma":0.003108472,"domain_scores_codex":[0.9976889,0.0006400349,0.000653681,0.0003331963,0.0002082566,0.0004759618],"domain_scores_gemma":[0.9981853,0.0006598063,0.0005506373,0.0002641879,0.0002008194,0.0001391861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001131274,0.0001204322,0.9906155,0.0002868042,0.00003532441,0.000004953939,0.003316571,1.785542e-7,0.00002419005,0.00007897304,0.003239421,0.002164459],"study_design_scores_gemma":[0.005146149,0.0001162069,0.9911516,0.0002369298,0.0001027189,3.71571e-7,0.002462529,0.00003647451,5.872269e-7,0.0004517424,0.0001762433,0.0001184345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960306,0.0004236723,0.00005979156,0.0002559167,0.001248704,0.0006445234,0.0000346463,0.00006939804,0.001232787],"genre_scores_gemma":[0.9961566,0.002408933,0.00002764831,0.0001393327,0.0001784003,0.0000503856,0.0002021026,0.00001566869,0.0008209749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005102978,"threshold_uncertainty_score":0.9983929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02376281650191627,"score_gpt":0.3248076362598671,"score_spread":0.3010448197579508,"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."}}