{"id":"W2153425572","doi":"10.1186/1741-7015-2-1","title":"Prediction of falls using a risk assessment tool in the acute care setting","year":2004,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":196,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; University of Waterloo; McMaster University","funders":"Hamilton Health Sciences Foundation; Hamilton Health Sciences","keywords":"Medicine; Toileting; Logistic regression; Generalizability theory; Receiver operating characteristic; Predictive validity; Risk assessment; Multivariate statistics; Poisson regression; Prospective cohort study; Physical therapy; Internal medicine; Activities of daily living; Statistics; Population; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001928471,0.000642881,0.0004921453,0.002531494,0.0004731155,0.0007214947,0.0006637748,0.0003659602,0.0009146458],"category_scores_gemma":[0.01196467,0.0001732172,0.0006292609,0.001615789,0.0002425941,0.0003679144,0.0006113773,0.0004331818,0.0002187683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002215547,"about_ca_system_score_gemma":0.003147728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1605315,"about_ca_topic_score_gemma":0.204834,"domain_scores_codex":[0.9987263,0.0002994612,0.000132933,0.0000953151,0.00057112,0.0001747831],"domain_scores_gemma":[0.9963474,0.0008023015,0.001109627,0.00008379361,0.001208144,0.000448836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001792523,0.00007418397,0.983502,0.00003086523,0.00006149023,0.00004794691,0.00009259979,0.0006739073,0.0001164039,0.00004520405,0.0006713049,0.01450489],"study_design_scores_gemma":[0.00003451877,0.0002397718,0.9926215,0.00003891471,0.00004595491,0.000121704,0.000129094,0.006191947,0.0001170116,0.0001252279,0.0003205278,0.00001379427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942306,0.0002762151,0.00260898,0.000204045,0.00001817779,0.0002473696,0.0008995175,0.00005739263,0.001457841],"genre_scores_gemma":[0.9951161,0.0001197302,0.003736268,0.00002407198,0.000007801787,0.00008189294,0.0007503371,0.000002842892,0.0001608833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1605315,"threshold_uncertainty_score":0.3191942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05038654551290152,"score_gpt":0.4082606877958426,"score_spread":0.3578741422829411,"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."}}