{"id":"W4393189055","doi":"10.1097/01.npr.0000000000000161","title":"Reducing falls among residents of retirement homes","year":2024,"lang":"en","type":"article","venue":"The Nurse Practitioner","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fall prevention; Medicine; Intervention (counseling); Occupational safety and health; Health care; Nursing; Suicide prevention; Injury prevention; Gerontology; Poison control; Environmental health; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001057094,0.0001026621,0.0001495668,0.0000825443,0.0003708081,0.00001997907,0.0001429212,0.0001104066,0.0003414282],"category_scores_gemma":[0.0001277043,0.00006995728,0.00007985126,0.0002075329,0.00007773378,0.0003730292,0.00003144573,0.0005184056,0.0006646767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001083616,"about_ca_system_score_gemma":0.0001225835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000779507,"about_ca_topic_score_gemma":0.00007828584,"domain_scores_codex":[0.9983403,0.0004980559,0.0004146314,0.000205786,0.000294717,0.0002464989],"domain_scores_gemma":[0.9989498,0.0003521108,0.0002183984,0.0003395243,0.00009307878,0.00004711721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004051276,0.001288466,0.04982516,0.002990525,0.0007166404,0.00004741096,0.04723165,0.00002369117,0.1430746,0.08146681,0.6573202,0.01560969],"study_design_scores_gemma":[0.0004431338,0.00004888907,0.9703915,0.002415803,0.0001398155,0.000003058807,0.00715984,0.0002785661,0.0001891172,0.006085714,0.01269014,0.0001544414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9068856,0.001090843,0.0002455938,0.005661649,0.003303475,0.0008680673,0.00003245349,0.0001974139,0.08171493],"genre_scores_gemma":[0.9743559,0.000304524,0.0001302489,0.0002027086,0.0004685736,0.0001122969,0.000039464,0.00002412854,0.02436216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9205663,"threshold_uncertainty_score":0.8543296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03260918405477804,"score_gpt":0.3852453873663746,"score_spread":0.3526362033115966,"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."}}