{"id":"W1822867022","doi":"10.1155/2014/296161","title":"Prediction Scores Do Not Correlate with Clinically Adjudicated Categories of Pulmonary Embolism in Critically Ill Patients","year":2014,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Ottawa; University of British Columbia; Université de Montréal; University of Alberta; Dalhousie University; University of Toronto; Queen's University; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Pulmonary embolism; Intensive care unit; Critically ill; Kappa; Cohen's kappa; Population; Internal medicine; Emergency medicine; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008017648,0.0002017814,0.0005738388,0.0005969845,0.0001529061,0.00004615082,0.0001843934,0.0001729481,0.0001844492],"category_scores_gemma":[0.0009787392,0.0001680855,0.00009300589,0.0002924008,0.0002431659,0.0001592887,0.00002774924,0.0005634127,0.00002071272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002620365,"about_ca_system_score_gemma":0.0008895885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002687359,"about_ca_topic_score_gemma":0.00501323,"domain_scores_codex":[0.9977075,0.0001615568,0.0008736944,0.0002866814,0.0004619617,0.0005085977],"domain_scores_gemma":[0.997104,0.00008412022,0.0002495997,0.0003109438,0.001330254,0.0009211203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004993661,0.000585594,0.9538274,0.0001271059,0.0001550781,0.0004699845,0.0003627159,0.0001361801,0.0001423653,0.002195975,0.005526953,0.0359713],"study_design_scores_gemma":[0.002032766,0.001554249,0.977674,0.0004745245,0.0001470433,0.00004074707,0.0001645524,0.0001594787,0.0000391333,0.0002452773,0.01729834,0.000169883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901379,0.0001794574,0.0001553991,0.001335699,0.0004646382,0.0004237595,0.00003261218,0.00002085005,0.007249691],"genre_scores_gemma":[0.9883287,0.0001039438,0.0001336538,0.01108616,0.0002313336,0.000017675,0.00001493516,0.00003821525,0.00004538038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03580142,"threshold_uncertainty_score":0.685433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01786680877333235,"score_gpt":0.25119174955609,"score_spread":0.2333249407827576,"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."}}