{"id":"W3197576160","doi":"10.21203/rs.3.rs-841701/v1","title":"Development and Evaluation of Models to Predict Readmission or Death After Discharge from Intensive Care ","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Intensive care unit; Emergency medicine; Retrospective cohort study; Intensive care; Risk assessment; Intensive care medicine; Receiver operating characteristic; Cohort study; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.06238376,0.003823434,0.007616537,0.01030396,0.0005590037,0.003587408,0.003564963,0.001655111,0.001519864],"category_scores_gemma":[0.1330433,0.001431392,0.02185614,0.006389619,0.0006592859,0.002243376,0.001695191,0.00216904,0.0003780995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0027565,"about_ca_system_score_gemma":0.004871415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01034031,"about_ca_topic_score_gemma":0.008374678,"domain_scores_codex":[0.9696949,0.02235909,0.003308329,0.002055138,0.002273098,0.0003095031],"domain_scores_gemma":[0.8482702,0.1354416,0.008543628,0.002051206,0.005214301,0.0004790569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003913045,0.0004012521,0.1476819,0.1032309,0.4695355,0.0005416581,0.0004812928,0.1289642,0.0003754873,0.002451855,0.007197679,0.1352253],"study_design_scores_gemma":[0.002590535,0.002481064,0.04932348,0.03396014,0.5526586,0.0007527406,0.0003844267,0.3301268,0.001086134,0.0178792,0.008418569,0.0003383929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1945022,0.6304644,0.1408594,0.00868865,0.001237872,0.004581112,0.01403986,0.001570989,0.004055433],"genre_scores_gemma":[0.8612565,0.06540454,0.06182437,0.001377098,0.0003436327,0.003807612,0.005382349,0.0001258275,0.000478168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06238376,"threshold_uncertainty_score":0.3299208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2123851672950367,"score_gpt":0.4580146777129127,"score_spread":0.245629510417876,"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."}}