{"id":"W4304845651","doi":"10.1089/thy.2022.0055","title":"The Prospective Implementation of the 2015 ATA Guidelines and Modified ATA Recurrence Risk Stratification System for Treatment of Differentiated Thyroid Cancer in a Canadian Tertiary Care Referral Setting","year":2022,"lang":"en","type":"article","venue":"Thyroid","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Thyroid cancer; Prospective cohort study; Thyroidectomy; Referral; Relative risk; Thyroid; Surgery; Cancer; Internal medicine; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002170262,0.0001526138,0.0002526383,0.00007044076,0.0003417487,0.00001386555,0.0001179071,0.0000290953,0.000007502621],"category_scores_gemma":[0.00002587779,0.00009194116,0.00007424656,0.0001774389,0.00004821271,0.00004055258,0.00004008794,0.00006330685,1.044346e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001464007,"about_ca_system_score_gemma":0.0005337815,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2753029,"about_ca_topic_score_gemma":0.3794518,"domain_scores_codex":[0.998655,0.0001304301,0.0004783426,0.0002798574,0.0002161117,0.0002402228],"domain_scores_gemma":[0.9989101,0.00007723543,0.0003598251,0.0003708866,0.0002121356,0.00006980645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003635642,0.0001367901,0.9478999,0.0001683024,0.0002692234,0.00000191061,0.007818005,0.0003064449,0.004318208,0.0005123555,0.0008741671,0.03733113],"study_design_scores_gemma":[0.004151721,0.0008618254,0.9575155,0.0001306002,0.0003762241,0.000005160649,0.01568806,0.001269774,0.01960393,0.00006947233,0.0002133987,0.0001143516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774995,0.01550216,0.000006881359,0.001560811,0.0001649648,0.002762006,0.002453136,0.0000117239,0.00003881174],"genre_scores_gemma":[0.9965745,0.001039644,0.00005630852,0.00001605749,0.00004204838,0.002013001,0.0002125718,0.00001565574,0.00003027266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1041489,"threshold_uncertainty_score":0.7295229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03270101340720311,"score_gpt":0.3464619116815746,"score_spread":0.3137608982743715,"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."}}