{"id":"W2948413987","doi":"10.1186/s12877-019-1165-4","title":"Screening for older inpatients at risk for long length of stay: which clinical tool to use?","year":2019,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Frailty in Older Adults","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University Health Network; McGill University; St Mary's Hospital Centre; Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Odds ratio; Hazard ratio; Retrospective cohort study; Risk assessment; Rehabilitation; Acute care; Observational study; Internal medicine; Cohort study; Emergency medicine; Physical therapy; Confidence interval; Health care","routes":{"ca_aff":true,"ca_fund":false,"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":[0.006258818,0.0008349307,0.002249848,0.002817094,0.0006010942,0.002796672,0.001219902,0.001865544,0.001735391],"category_scores_gemma":[0.03175845,0.0002797999,0.001008885,0.002358602,0.0006579352,0.002055269,0.0008045385,0.001302395,0.0007668659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000861455,"about_ca_system_score_gemma":0.002837586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002751953,"about_ca_topic_score_gemma":0.006168506,"domain_scores_codex":[0.9954364,0.002161372,0.000727399,0.0003594482,0.001007247,0.0003081931],"domain_scores_gemma":[0.9883651,0.0041709,0.003018456,0.0001949993,0.003094882,0.001155743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006187652,0.0007557686,0.8705065,0.00110358,0.000289659,0.0002387159,0.0003489525,0.0003940323,0.0002269675,0.0002330863,0.007593695,0.1176903],"study_design_scores_gemma":[0.0006016099,0.002964569,0.9517543,0.009752396,0.001028401,0.002687938,0.005913889,0.01238887,0.0009768606,0.003139646,0.008536185,0.000255211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8811823,0.04444212,0.008526754,0.04662985,0.001564249,0.001327115,0.002955946,0.0002906181,0.01308101],"genre_scores_gemma":[0.9608365,0.01303142,0.02079949,0.00228461,0.0005823505,0.0007731437,0.001243463,0.00002084615,0.0004281281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006258818,"threshold_uncertainty_score":0.03310019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06257965753484546,"score_gpt":0.3468146053529812,"score_spread":0.2842349478181357,"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."}}