{"id":"W3201594898","doi":"10.22541/au.161635361.12856661/v1","title":"Association of Bethesda category and molecular mutation in patients undergoing thyroidectomy","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Thyroidectomy; Thyroid cancer; Thyroid; Thyroid nodules; Internal medicine; Retrospective cohort study; Gastroenterology; Thyroid disease; Papillary thyroid cancer; Pathology; Oncology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004075638,0.000135511,0.0002627035,0.0006914311,0.0002398949,0.0004178862,0.0002938437,0.0004246129,0.002050835],"category_scores_gemma":[0.003268563,0.0001545003,0.0002315106,0.0006323662,0.0002289793,0.0002994404,0.0003095548,0.0003924213,0.0002384142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001737425,"about_ca_system_score_gemma":0.0003286162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00172512,"about_ca_topic_score_gemma":0.001865552,"domain_scores_codex":[0.9995548,0.00007794114,0.00005199928,0.00008438441,0.0001326504,0.00009826981],"domain_scores_gemma":[0.9978653,0.0005074788,0.000978692,0.00009031292,0.0001968902,0.0003614998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003640687,0.000007142105,0.9994505,0.000001737615,0.000006207868,0.00005652713,0.00001212544,0.00001208274,0.00008524035,0.000003926523,0.00002045638,0.0003075929],"study_design_scores_gemma":[0.000004448172,0.00008096924,0.9985085,0.000003700597,0.00001054837,0.0009723757,0.000111036,0.0001566929,0.00004871138,0.00001576664,0.00008453687,0.000002697497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999567,0.000109316,0.0000349715,0.00001818816,0.000003732279,0.000003767138,0.0000599023,0.000001750172,0.0002014902],"genre_scores_gemma":[0.9998189,0.0000248764,0.00002609514,0.000008492908,0.000005274161,0.000002624399,0.00007765942,7.772106e-7,0.00003523746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002050835,"threshold_uncertainty_score":0.006860793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007857594997308086,"score_gpt":0.2505225110351305,"score_spread":0.2426649160378224,"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."}}