{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008479772,0.000207192,0.0005891655,0.0001605712,0.00006640855,0.00002245416,0.0001695593,0.0002406041,0.00007136296],"category_scores_gemma":[0.005211448,0.0001925745,0.0002764238,0.0003718135,0.00002103801,0.0001347583,0.0001607108,0.0001700414,0.0000523869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008992598,"about_ca_system_score_gemma":0.0001544308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000490723,"about_ca_topic_score_gemma":0.0001497487,"domain_scores_codex":[0.9977251,0.00006232448,0.0008798543,0.0005059163,0.0003983024,0.0004284728],"domain_scores_gemma":[0.9963486,0.001780778,0.0003685316,0.0006561921,0.000647613,0.0001982429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001687114,0.0002022239,0.9765271,0.0004978162,0.0000853495,5.862715e-7,0.0002301963,0.0001270041,0.0000464258,0.0000252887,0.008306656,0.01226423],"study_design_scores_gemma":[0.01121428,0.001814072,0.9650709,0.0001485719,0.0003433246,0.00000400578,0.0000734225,0.003977541,0.0006645273,0.00002390929,0.01636772,0.000297711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060847,0.00004675771,0.08844034,0.0001183643,0.0009667003,0.003908579,0.0003328492,0.00005024487,0.00005147464],"genre_scores_gemma":[0.8087581,0.0000344711,0.1868034,0.0002509848,0.0004219903,0.0001296789,0.000176759,0.00007966437,0.003344983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09836306,"threshold_uncertainty_score":0.785296,"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."}}