{"id":"W4285589738","doi":"10.1089/thy.2022.0379","title":"Oncological Outcome Prediction in Differentiated Thyroid Carcinoma: Assumption or Improved Accuracy?","year":2022,"lang":"en","type":"letter","venue":"Thyroid","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Thyroid carcinoma; Medicine; Thyroid cancer; Oncology; Outcome (game theory); Internal medicine; Thyroid; Mathematics","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":[0.01912966,0.0006049884,0.002046877,0.001291752,0.001826649,0.003386381,0.002762636,0.01789693,0.003260609],"category_scores_gemma":[0.118686,0.0006475676,0.001430856,0.00121663,0.003416077,0.005592157,0.001714207,0.02660539,0.003200155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004234466,"about_ca_system_score_gemma":0.003576915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164205,"about_ca_topic_score_gemma":0.01517856,"domain_scores_codex":[0.9883852,0.006267513,0.001827004,0.0008914786,0.001955645,0.000673129],"domain_scores_gemma":[0.9138348,0.06923463,0.002402616,0.002115451,0.009785855,0.002626717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00100982,0.0002677335,0.08868415,0.0005269122,0.0003348792,0.006558098,0.0007151416,0.00183216,0.0006410072,0.01654759,0.6803198,0.2025626],"study_design_scores_gemma":[0.001760973,0.0009297168,0.06814258,0.004497232,0.0008902714,0.01739043,0.004113411,0.04396639,0.001832249,0.2568913,0.5989683,0.0006170361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001805528,0.002063539,0.0004368164,0.9902179,0.00373673,0.000007770688,0.00008827915,0.00001960535,0.001623884],"genre_scores_gemma":[0.09203143,0.007066675,0.004620809,0.7694001,0.1233543,0.00008585479,0.0003222772,0.00005077436,0.003067801],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01912966,"threshold_uncertainty_score":0.1011685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05388576411646737,"score_gpt":0.3128485135188799,"score_spread":0.2589627494024125,"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."}}