{"id":"W2624775475","doi":"10.1371/journal.pone.0179387","title":"Overdiagnosis and overtreatment of thyroid cancer: A population-based temporal trend study","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":161,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Society of General Internal Medicine","keywords":"Overdiagnosis; Thyroid cancer; Medicine; Thyroidectomy; Incidence (geometry); Cancer; Papillary thyroid cancer; Thyroid; Population; Internal medicine; Oncology; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0000583562,0.0001650074,0.0005120767,0.00006722909,0.0001664842,0.00003166222,0.00006549149,0.00004111667,0.0001126123],"category_scores_gemma":[0.00004152718,0.0001315365,0.00007132319,0.0000397502,0.00004155029,0.0000713546,0.00003809194,0.00005449006,0.000002564044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695538,"about_ca_system_score_gemma":0.0000640814,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01052758,"about_ca_topic_score_gemma":0.002860888,"domain_scores_codex":[0.9989467,0.00002166972,0.0002245284,0.0002848183,0.0003671516,0.0001550923],"domain_scores_gemma":[0.9989743,0.00006460283,0.0002164177,0.0005746397,0.00004793401,0.0001220825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000213232,0.01627772,0.9794254,0.0000996663,0.001002912,0.0000295833,0.0001671483,0.000002465977,0.000392475,0.00001686127,0.0001437212,0.002228769],"study_design_scores_gemma":[0.006456429,0.002708987,0.9794382,0.0004085391,0.001497991,5.223654e-7,0.00005707315,0.00006933374,0.009212542,0.00001919752,0.00002276261,0.0001083672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949399,0.002086276,3.380584e-7,0.001580258,0.00002953173,0.00090424,0.0001141548,0.00002589842,0.0003193654],"genre_scores_gemma":[0.998255,0.0005903883,0.0003012205,0.00009129272,0.00008079568,0.0004730294,0.00003787709,0.00002108849,0.0001493239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01356873,"threshold_uncertainty_score":0.9960614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05719057117312654,"score_gpt":0.3062483097823339,"score_spread":0.2490577386092073,"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."}}