{"id":"W2080493582","doi":"10.1097/aln.0b013e31828e13e9","title":"Multivariable Risk Prediction Models","year":2013,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Multivariable calculus; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001202551,0.000285327,0.0006136867,0.000198491,0.0009344741,0.000006553963,0.0002891177,0.003990873,0.002642953],"category_scores_gemma":[0.0005625418,0.0002201753,0.00008275504,0.000101353,0.0000925224,0.0001924465,0.0000679443,0.006815808,0.007199561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780277,"about_ca_system_score_gemma":0.0004768821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002451302,"about_ca_topic_score_gemma":0.000006503035,"domain_scores_codex":[0.9956,0.001642176,0.001128666,0.0003770118,0.0002839348,0.0009681872],"domain_scores_gemma":[0.9964308,0.001763106,0.000877711,0.0005436967,0.0002374735,0.0001472107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001307281,0.000006276464,0.003712732,0.000541489,0.00001607303,0.00001318924,0.000810459,0.00004339276,4.691256e-7,0.0002101419,0.9932113,0.001421408],"study_design_scores_gemma":[0.0003871828,0.0001507568,0.003305593,0.0002411578,0.00004037049,0.000008396613,0.00009684783,0.01154389,2.861836e-7,0.007833194,0.9762157,0.0001765973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.025988,0.0007165172,0.005546515,0.8661045,0.008341272,0.005545922,0.0003198447,0.001563329,0.08587413],"genre_scores_gemma":[0.002281131,0.0007794662,0.0008585276,0.9695171,0.008326227,0.0008971363,0.001462757,0.00005982917,0.01581785],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1034126,"threshold_uncertainty_score":0.9982688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2381413369351106,"score_gpt":0.397715782952248,"score_spread":0.1595744460171374,"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."}}