{"id":"W4318754396","doi":"10.1097/ede.0000000000001570","title":"When Diagnoses Overshadow Diseases","year":2023,"lang":"en","type":"article","venue":"Epidemiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Overdiagnosis; Thyroid cancer; Medicine; Medical diagnosis; Incidence (geometry); Epidemiology; Cancer; Disease; Environmental health; Pathology; Internal medicine","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":[0.006509849,0.001272785,0.00170878,0.002240225,0.002125619,0.00500186,0.003336093,0.0137988,0.01916278],"category_scores_gemma":[0.08847432,0.00118471,0.0007772804,0.001456826,0.003203692,0.008568359,0.00227957,0.0178618,0.007178077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003036136,"about_ca_system_score_gemma":0.003670219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268303,"about_ca_topic_score_gemma":0.003870894,"domain_scores_codex":[0.9932579,0.001773337,0.001197901,0.001047331,0.002069267,0.0006543534],"domain_scores_gemma":[0.9501506,0.02661822,0.005243653,0.001125055,0.0127946,0.004067758],"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":[0.00009058642,0.00002013361,0.001089506,0.0005972766,0.00004409995,0.001481632,0.0001671378,0.00005579771,0.00007460985,0.001613507,0.9629772,0.03178849],"study_design_scores_gemma":[0.0001114267,0.0000918223,0.003273978,0.004202308,0.0001155993,0.007255548,0.001041887,0.0004837645,0.0004597117,0.007409076,0.9754413,0.0001135022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.0009458822,0.0156484,0.000511411,0.4475128,0.5315834,0.00002213924,0.0002383282,0.0001142834,0.003423325],"genre_scores_gemma":[0.01200648,0.0160366,0.0004944035,0.2873335,0.6787481,0.00002767771,0.0001927946,0.0001284813,0.005031982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01916278,"threshold_uncertainty_score":0.06410587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07700155308462098,"score_gpt":0.3753888138501182,"score_spread":0.2983872607654973,"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."}}