{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003097152,0.0008159194,0.001512405,0.000522459,0.0001865548,0.00006952748,0.0003533489,0.001127733,0.005562106],"category_scores_gemma":[0.0002098377,0.0005972101,0.0004869296,0.0004933013,0.00009574977,0.0001429586,0.0002830851,0.003536316,0.0001796368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002966817,"about_ca_system_score_gemma":0.0003711744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004673492,"about_ca_topic_score_gemma":0.0001698089,"domain_scores_codex":[0.9954177,0.0003486048,0.001198208,0.001229175,0.0008863003,0.0009200426],"domain_scores_gemma":[0.9977964,0.0004541112,0.0004951818,0.0009773164,0.00009335606,0.0001836654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001931554,0.001283034,0.1071188,0.0003464775,0.0003347645,0.003856993,0.0001844621,0.000006237988,0.001869006,0.000004730003,0.88147,0.001593987],"study_design_scores_gemma":[0.0145545,0.008808956,0.5218269,0.0001688746,0.001373491,0.0003743006,0.0001180678,0.0003356114,0.000410207,0.00005906173,0.4510472,0.0009228766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6668343,0.004615529,0.00002506809,0.3156058,0.003061275,0.005217317,0.001271942,0.0007526783,0.002616027],"genre_scores_gemma":[0.7581336,0.001143058,0.0001656101,0.2103497,0.004386722,0.003248958,0.008683703,0.0002508074,0.01363781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4304228,"threshold_uncertainty_score":0.9996479,"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."}}