{"id":"W4411747270","doi":"10.12659/msm.948717","title":"Yearlong Evaluation of Fall Risk Determinants Among 40 Older Adults in Two Residential Assisted Living Facilities","year":2025,"lang":"en","type":"article","venue":"Medical Science Monitor","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fear of falling; Medicine; Balance (ability); Mood; Timed Up and Go test; Grip strength; Posturography; Gait; Physical therapy; Activities of daily living; Geriatric Depression Scale; Falls in older adults; Montreal Cognitive Assessment; Poison control; Preferred walking speed; Depression (economics); Physical medicine and rehabilitation; Cognition; Injury prevention; Cognitive impairment; Psychiatry; Depressive symptoms; Medical emergency","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":[0.0007305786,0.000468989,0.0003536317,0.00117004,0.0009422424,0.0006059689,0.0003851655,0.00049747,0.0004798172],"category_scores_gemma":[0.001749569,0.0003624333,0.0005113919,0.001074996,0.0002549162,0.0004547501,0.0007953595,0.0003692778,0.0001663066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006937479,"about_ca_system_score_gemma":0.0006847764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02825488,"about_ca_topic_score_gemma":0.05914164,"domain_scores_codex":[0.9994982,0.0001142946,0.00006010848,0.00009620845,0.0001041171,0.0001270115],"domain_scores_gemma":[0.9990552,0.00007673459,0.000328491,0.00004803201,0.0002645951,0.0002269074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000404289,0.000100977,0.9981015,0.000007511296,0.00002218846,0.00004950714,0.0003478763,0.00001785026,0.0001086264,0.000001980707,0.00003051635,0.00117109],"study_design_scores_gemma":[0.00000393825,0.0002681822,0.9986369,0.000004615831,0.00001598953,0.00005395015,0.0007951029,0.00008050002,0.0000337462,0.000003637409,0.0001002216,0.00000315875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997681,0.00002866296,0.00002322893,0.000005119057,8.663638e-7,0.00001893819,0.00009419452,0.000001421266,0.00005955841],"genre_scores_gemma":[0.9994338,0.00003613335,0.000112986,0.0000124447,0.000003010086,0.00003978984,0.0002467435,6.396685e-7,0.0001145372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02825488,"threshold_uncertainty_score":0.05618089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02954626519188651,"score_gpt":0.419810427036327,"score_spread":0.3902641618444405,"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."}}