{"id":"W4398761428","doi":"10.1210/clinem/dgae355","title":"Publicly Funded Molecular Testing of Indeterminate Thyroid Nodules: Canada's Experience","year":2024,"lang":"en","type":"article","venue":"The Journal of Clinical Endocrinology & Metabolism","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; McGill University; Centre Hospitalier de l’Université de Montréal; Jewish General Hospital; Université de Montréal; Université Laval; Centre Hospitalier Universitaire de Sherbrooke; McGill University Health Centre; Centre hospitalier universitaire de Québec","funders":"","keywords":"Indeterminate; Thyroid nodules; Medicine; Public healthcare; Healthcare system; Diagnostic test; Thyroid; Public health; Health care; Political science; Pathology; Pediatrics; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003559519,0.0003600066,0.0003036848,0.0007521599,0.001704704,0.002027644,0.001101312,0.0007396054,0.001965996],"category_scores_gemma":[0.008652358,0.0002487039,0.0002489495,0.002803895,0.00138049,0.0004332586,0.001076243,0.0008172655,0.000200344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02638594,"about_ca_system_score_gemma":0.04646716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8948712,"about_ca_topic_score_gemma":0.9235758,"domain_scores_codex":[0.9968612,0.0007275109,0.0001213897,0.0003047978,0.001257788,0.0007273884],"domain_scores_gemma":[0.983879,0.002893374,0.002083041,0.0004827341,0.005185676,0.005476267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004735713,0.0003571751,0.9050077,0.0002260413,0.0000670201,0.001418994,0.001591608,0.0008612199,0.0007831673,0.0007498187,0.005234165,0.08322947],"study_design_scores_gemma":[0.0001892648,0.000974806,0.9699687,0.0003665494,0.000071161,0.00250032,0.004314296,0.002351298,0.0005022903,0.0002325028,0.01846044,0.00006848475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756682,0.006240688,0.000616662,0.006575562,0.00009018119,0.0001606377,0.0008730394,0.00004205322,0.009733089],"genre_scores_gemma":[0.9941386,0.002901155,0.0007707376,0.0009473184,0.00005705553,0.00002352641,0.0003943569,0.00001303282,0.0007543086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1051288,"threshold_uncertainty_score":0.2114958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05966301745923638,"score_gpt":0.3802208440877517,"score_spread":0.3205578266285153,"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."}}