{"id":"W1990015486","doi":"10.1002/cam4.184","title":"Access, excess, and overdiagnosis: the case for thyroid cancer","year":2014,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Queen's University","funders":"Canadian Institutes of Health Research; Queen's University; University of Toronto; Ontario Ministry of Health and Long-Term Care; Cancer Care Ontario","keywords":"Overdiagnosis; Medicine; Thyroid cancer; Population; Medical diagnosis; Thyroid; Papillary thyroid cancer; Cancer; Incidence (geometry); Radiology; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004436395,0.0002921077,0.0006080046,0.002115454,0.002190192,0.003029322,0.001631101,0.002375138,0.006578251],"category_scores_gemma":[0.02707905,0.0005493477,0.0009621636,0.004065986,0.003380241,0.003895507,0.002112474,0.002857977,0.0002837768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005455907,"about_ca_system_score_gemma":0.006928404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.542762,"about_ca_topic_score_gemma":0.6315904,"domain_scores_codex":[0.9953032,0.001164226,0.0003369692,0.000848815,0.001291036,0.001055877],"domain_scores_gemma":[0.979782,0.006081545,0.007610186,0.002119186,0.00226072,0.002146318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001129414,0.00001792067,0.9730085,0.00008078216,0.0001178794,0.0006842525,0.001795355,0.00005827751,0.00009243349,0.001466512,0.002729374,0.01983576],"study_design_scores_gemma":[0.00001299883,0.00002611331,0.9811381,0.0003885238,0.0001289453,0.002458222,0.006155872,0.0004766839,0.00005056181,0.003091828,0.006032327,0.00003983286],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8485808,0.03338145,0.001619866,0.0940366,0.000528649,0.00006950561,0.001184596,0.00004987392,0.02054864],"genre_scores_gemma":[0.9917936,0.003348388,0.0004968439,0.002887072,0.000501869,0.0000147358,0.0001389046,0.00001779282,0.0008007619],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.542762,"threshold_uncertainty_score":0.9198614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03932985360487812,"score_gpt":0.3719088245707993,"score_spread":0.3325789709659212,"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."}}