{"id":"W4309150448","doi":"10.1111/coa.14009","title":"Post‐operative survival in head and neck cancer patients with elevated troponins","year":2022,"lang":"en","type":"article","venue":"Clinical Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Medicine; Head and neck cancer; Internal medicine; Adjuvant; Adjuvant therapy; Overall survival; Disease; Troponin; Proportional hazards model; Retrospective cohort study; Oncology; Cancer; Surgery; Myocardial infarction","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":[],"consensus_categories":[],"category_scores_codex":[0.0002796969,0.0001439998,0.0007135435,0.00007499159,0.0001377523,0.00000389737,0.00006820577,0.00008232954,0.0003530178],"category_scores_gemma":[0.0002389855,0.0001083467,0.00005127598,0.0002327476,0.0002443149,0.0000396023,0.0001626939,0.0006435766,0.000006099344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009385087,"about_ca_system_score_gemma":0.0002300872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004559748,"about_ca_topic_score_gemma":0.001749082,"domain_scores_codex":[0.9983512,0.0003306092,0.0004417727,0.0004049645,0.0001709124,0.0003006028],"domain_scores_gemma":[0.9992204,0.0002883714,0.00007721414,0.0001573373,0.0001226682,0.000133995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002616743,0.0007006254,0.9945031,0.00001605957,0.0001006331,0.0001016356,0.0003456232,0.000002489922,0.00005775932,0.0001013267,0.0002878664,0.001166117],"study_design_scores_gemma":[0.008571092,0.007624111,0.9763225,0.00003557416,0.0000410781,0.000009526262,0.0001383861,0.00005250612,0.00001077329,0.000009977494,0.007061032,0.0001234676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941242,0.0004736304,0.000001402233,0.003747745,0.0004006029,0.000494703,0.00006219283,0.00002761716,0.0006678689],"genre_scores_gemma":[0.9953218,0.0002000486,0.00008596265,0.003789611,0.00008232443,0.0001599798,0.00004821207,0.0000195043,0.0002926319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01818065,"threshold_uncertainty_score":0.4418252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03326015407850924,"score_gpt":0.368005170795004,"score_spread":0.3347450167164948,"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."}}