{"id":"W3138109604","doi":"10.1111/coa.13859","title":"Association of Bethesda category and molecular mutation in patients undergoing thyroidectomy","year":2021,"lang":"en","type":"article","venue":"Clinical Otolaryngology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Thyroidectomy; Thyroid cancer; Thyroid; Thyroid nodules; Internal medicine; Papillary thyroid cancer; Retrospective cohort study; Gastroenterology; Thyroid disease; Pathology","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":[0.0002813195,0.00007554351,0.0003747509,0.00005022249,0.00001300277,0.000003603618,0.0000232116,0.0001719939,0.00002771715],"category_scores_gemma":[0.001153859,0.0000714007,0.00008182823,0.0001217002,0.0000395465,0.00003369348,0.00003501908,0.000159668,0.000006306529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039286,"about_ca_system_score_gemma":0.0001410171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003529967,"about_ca_topic_score_gemma":0.0001474072,"domain_scores_codex":[0.9988338,0.0002130093,0.0004650936,0.000239219,0.0001156992,0.0001332284],"domain_scores_gemma":[0.998745,0.0007448756,0.0001747222,0.0001426767,0.0001274688,0.00006524321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007843619,0.0006304659,0.9956149,0.00003832291,0.0001258256,0.0001146609,0.00004885172,0.000002664431,0.0001639247,0.0003436218,0.0001833706,0.002654969],"study_design_scores_gemma":[0.005731953,0.0007723871,0.9901876,0.00004685792,0.0001228289,0.000005524276,0.00002424952,0.00002115368,0.002073326,0.0007558307,0.0002049026,0.00005341857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964299,0.0009805849,0.00002831009,0.001724951,0.0001389128,0.0001920197,0.000003520986,0.00000934845,0.0004924022],"genre_scores_gemma":[0.9981444,0.0004615006,0.0003433957,0.0008884192,0.00002565893,0.00001796376,0.00005427543,0.000009466973,0.00005489529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005653517,"threshold_uncertainty_score":0.2911636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512833121127188,"score_gpt":0.3136644621743047,"score_spread":0.2985361309630328,"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."}}