{"id":"W4414058958","doi":"10.1093/gerona/glaf197","title":"Rethinking the relationship between ambulatory activity and falls in long-term care: risk versus reward","year":2025,"lang":"en","type":"article","venue":"The Journals of Gerontology Series A","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Research Council of New Zealand; NIHR Newcastle Biomedical Research Centre; Newcastle upon Tyne Hospitals NHS Foundation Trust; European Commission; Newcastle University; National Institute for Health and Care Research; European Federation of Pharmaceutical Industries and Associations; Wellcome Trust","keywords":"Ambulatory; Risk stratification; Human factors and ergonomics; Injury prevention; Poison control; Suicide prevention; Occupational safety and health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02254803,0.0003879725,0.0009220243,0.0004927588,0.0004987987,0.001742938,0.001156211,0.0009436125,0.001423718],"category_scores_gemma":[0.06417932,0.0002968235,0.001097471,0.0007329307,0.001757705,0.001977593,0.001045549,0.001762511,0.0001359071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001216393,"about_ca_system_score_gemma":0.002200201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008988779,"about_ca_topic_score_gemma":0.01829745,"domain_scores_codex":[0.9936904,0.004417028,0.0003682029,0.0004635858,0.0008637254,0.0001971118],"domain_scores_gemma":[0.9557181,0.03485947,0.005151595,0.001217301,0.002105551,0.0009479984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01063218,0.00120673,0.7798459,0.002394273,0.00266149,0.0001090928,0.003130184,0.001200269,0.0007966954,0.002627791,0.001994328,0.1934011],"study_design_scores_gemma":[0.001087073,0.008224769,0.9682336,0.001661935,0.002732662,0.0001419217,0.001813818,0.005270506,0.0004643208,0.00665041,0.003632036,0.00008688795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520083,0.02437578,0.002670298,0.01711359,0.0004417626,0.0001886643,0.0002348776,0.00001984661,0.002946829],"genre_scores_gemma":[0.9945828,0.002272791,0.001423828,0.001142445,0.0002031392,0.00007861391,0.00006060403,0.000004876658,0.0002309386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02254803,"threshold_uncertainty_score":0.1192468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09842292133583834,"score_gpt":0.4193901880945722,"score_spread":0.3209672667587338,"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."}}