{"id":"W4310462233","doi":"10.1001/jamasurg.2022.5800","title":"Prothrombin Complex Concentrate and Cardiac Surgery","year":2022,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Toronto","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; General surgery; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001184656,0.0005661701,0.002886475,0.0004670814,0.0002382548,0.0001717672,0.0001262964,0.0005274519,0.004546659],"category_scores_gemma":[0.0002396329,0.0005540422,0.000829167,0.000324591,0.0002058893,0.0001283545,0.0002791451,0.001677313,0.00008545884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002335306,"about_ca_system_score_gemma":0.0004199047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000337262,"about_ca_topic_score_gemma":0.000001216057,"domain_scores_codex":[0.9960825,0.0004416617,0.0007825504,0.0008764112,0.0009066783,0.000910145],"domain_scores_gemma":[0.9966618,0.001857921,0.0004052664,0.0007804823,0.0001031734,0.0001913562],"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":[0.00004171779,0.0001519339,0.01424689,0.001579625,0.0007730164,0.002676493,0.00007625076,2.440152e-7,0.00002961767,0.00004158786,0.9746912,0.005691422],"study_design_scores_gemma":[0.0001789253,0.00005327149,0.05420514,0.0003345307,0.0005152422,0.00004570706,0.00005859671,0.000005267527,0.00003244025,0.00004533281,0.9439999,0.000525606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03900597,0.004813747,0.000003082422,0.9409165,0.004164212,0.002785341,0.00048687,0.0003543663,0.007469936],"genre_scores_gemma":[0.0150745,0.007897303,0.00005343334,0.9564347,0.006948209,0.001231951,0.006425982,0.0002879791,0.005645931],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03995825,"threshold_uncertainty_score":0.9996911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04830158687429795,"score_gpt":0.2621128664259854,"score_spread":0.2138112795516875,"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."}}