{"id":"W1978044570","doi":"10.1038/modpathol.3800514","title":"Interobserver reproducibility in the diagnosis of flat epithelial atypia of the breast","year":2006,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":false,"ca_institutions":"Statistics Canada; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Atypia; Medicine; Pathology; Radiology; Nuclear 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":[],"consensus_categories":[],"category_scores_codex":[0.0009349312,0.00008732764,0.0002600711,0.00003842982,0.000023883,0.000001674547,0.0001951845,0.00009108317,0.00004037832],"category_scores_gemma":[0.0001033634,0.00004542869,0.0001330546,0.0001475594,0.0002383845,0.00001942443,0.00009852686,0.0001733945,0.000003140591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002048243,"about_ca_system_score_gemma":0.00003609118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004864934,"about_ca_topic_score_gemma":0.000336759,"domain_scores_codex":[0.99876,0.0002459444,0.0003294503,0.0003848723,0.0001349135,0.0001447886],"domain_scores_gemma":[0.9982439,0.00006904608,0.0001032638,0.001500647,0.00006921298,0.00001398267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001397088,0.0003217719,0.9680355,0.00004107003,0.00000597284,0.0000276308,0.0007011335,0.00002030805,0.02530931,0.0003833603,0.0002080354,0.004806194],"study_design_scores_gemma":[0.0005388487,0.00007200179,0.9882849,0.00004252878,0.00003900623,0.000467587,0.00005593885,0.0001163053,0.007790063,0.002491852,0.00006285513,0.00003813587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956783,0.0002343017,0.00007452529,0.003105724,0.00009839581,0.000254394,0.00003812824,0.000006504064,0.0005096929],"genre_scores_gemma":[0.9994675,0.000005421129,0.00007572215,0.0002228013,0.0000718794,0.00002596239,0.000005441344,0.000008446785,0.0001168402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02024937,"threshold_uncertainty_score":0.1852528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02265412627837451,"score_gpt":0.2512592064995556,"score_spread":0.2286050802211811,"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."}}