{"id":"W4301395052","doi":"10.1503/cjs.009121","title":"Relation between surgical oncologic quality indicators for papillary thyroid cancer","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Papillary thyroid cancer; Thyroid cancer; General surgery; Cancer; Oncologic surgery; Oncology; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003473553,0.0001233296,0.0002044211,0.001720425,0.0002454621,0.0005845744,0.0003067582,0.0002064721,0.001086999],"category_scores_gemma":[0.01321783,0.0001050382,0.0004211257,0.002380542,0.0003875162,0.0003933524,0.0005662752,0.0003122655,0.0000713538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125364,"about_ca_system_score_gemma":0.001122389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006862468,"about_ca_topic_score_gemma":0.00719638,"domain_scores_codex":[0.9979924,0.0004550102,0.0005225643,0.0002149195,0.0006391004,0.0001760158],"domain_scores_gemma":[0.9746631,0.007056834,0.01342373,0.0006326579,0.003096095,0.001127498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001613496,0.000002313113,0.9989125,0.00001105492,0.00002030817,0.000007865802,0.00001589812,0.00002807358,0.00002588211,0.0000103064,0.00004200693,0.0009077007],"study_design_scores_gemma":[0.000001723134,0.00002716538,0.9992494,0.000008794052,0.00001598014,0.0000816024,0.0001015072,0.0002637451,0.00008110547,0.00002437802,0.0001425134,0.000002195745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965249,0.001252225,0.0005418992,0.0002365745,0.00001378332,0.00002231988,0.0007971988,0.000011827,0.0005993228],"genre_scores_gemma":[0.9993377,0.00008749106,0.0001987018,0.00001705641,0.00000893118,0.000007513044,0.0003167256,0.000001422544,0.00002429335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006862468,"threshold_uncertainty_score":0.01837009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09128894848274176,"score_gpt":0.3430282922243143,"score_spread":0.2517393437415725,"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."}}