{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003346318,0.0000736098,0.000294924,0.0001147817,0.00004511028,0.000002411155,0.00005217573,0.00004910761,0.0006500852],"category_scores_gemma":[0.006984659,0.00005999976,0.00008572732,0.0001395426,0.00006463313,0.00005916077,0.00003090363,0.00008874483,0.001451636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002289071,"about_ca_system_score_gemma":0.00003790575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004534496,"about_ca_topic_score_gemma":0.000001830426,"domain_scores_codex":[0.999149,0.0001314767,0.0002100523,0.000191016,0.00005039084,0.0002681264],"domain_scores_gemma":[0.9977021,0.001892917,0.00005335876,0.000201438,0.00001594813,0.0001342434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000118617,0.00001370457,0.5659659,0.00001185259,0.00002371998,0.00003359854,0.00005659198,0.00002165171,0.00004279644,0.001426587,0.4216884,0.01070332],"study_design_scores_gemma":[0.0003495759,0.00005038561,0.7907653,0.00001888481,0.00003259294,0.00001506806,0.00004742666,0.001320975,0.00004619037,0.00800526,0.1992889,0.00005941376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7911966,0.004474428,0.00063688,0.185847,0.001151887,0.0004219489,0.00004114086,0.001023374,0.0152068],"genre_scores_gemma":[0.9711751,0.0007685827,0.0003721417,0.02175142,0.0007611223,0.00004005361,0.0001681757,0.00001804799,0.004945321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2247995,"threshold_uncertainty_score":0.9993259,"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."}}