{"id":"W3168646137","doi":"10.1089/ct.2021;33.278-280","title":"Do Surgeons Support Lobectomy for Low-Risk Papillary Thyroid Cancer?","year":2021,"lang":"en","type":"article","venue":"Clinical Thyroidology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Thyroid cancer; Papillary thyroid cancer; Thyroid; Thyroidectomy; Cancer; General surgery; Internal medicine","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":[0.0009144745,0.0003650882,0.0013535,0.00008021646,0.0001778465,0.00002939091,0.0001811315,0.000486957,0.001472823],"category_scores_gemma":[0.001616836,0.0003081611,0.0009625219,0.000289214,0.000324226,0.00005877441,0.0001570486,0.0005614709,0.0002342769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001479334,"about_ca_system_score_gemma":0.001170819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001402972,"about_ca_topic_score_gemma":0.0003065361,"domain_scores_codex":[0.9963534,0.0003559251,0.001158669,0.001096763,0.0002525303,0.0007827201],"domain_scores_gemma":[0.9951122,0.002600835,0.0003420018,0.0009677825,0.0004298094,0.0005473902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001123366,0.002239523,0.7245666,0.0001375559,0.001352552,0.0007403226,0.00008672242,0.00001907824,0.000796404,0.001389544,0.2278174,0.0397309],"study_design_scores_gemma":[0.01987254,0.005263204,0.5345293,0.0001990377,0.002383424,0.0003993631,0.0002321288,0.00007769021,0.006597803,0.003543861,0.4261357,0.0007659464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529105,0.0255984,0.0002869437,0.01282669,0.003838698,0.001130085,0.0005075566,0.000201728,0.00269942],"genre_scores_gemma":[0.9470418,0.03918502,0.001343576,0.006795497,0.001902238,0.0007179105,0.0003437858,0.00009160468,0.00257858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1983183,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06799614667889321,"score_gpt":0.4118743454197258,"score_spread":0.3438781987408326,"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."}}