{"id":"W1982547192","doi":"10.1097/pas.0b013e318243fa00","title":"Papillary Lesions of the Breast","year":2012,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Ductal carcinoma; Medical diagnosis; Radiology; Surgical pathology; Biopsy; Carcinoma; Concordance; Pathology; Breast cancer; Cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.000708928,0.0000866253,0.0004237574,0.00005174425,0.00007022827,0.000001881246,0.000205602,0.00003243969,0.0001298204],"category_scores_gemma":[0.00003390003,0.00003565969,0.0002878792,0.0002796217,0.0009270502,0.00003417833,0.0000844804,0.0003755903,0.000009704576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001872243,"about_ca_system_score_gemma":0.00007915977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009412606,"about_ca_topic_score_gemma":2.065941e-7,"domain_scores_codex":[0.9987769,0.0003581635,0.0003502335,0.00005599789,0.0002290183,0.0002296625],"domain_scores_gemma":[0.9987398,0.0002134626,0.0004665637,0.000297389,0.0001250794,0.0001577055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002430331,0.001208154,0.7054152,0.00002881155,0.0002426581,0.001068883,0.001460345,0.00001304781,0.03445962,0.003924782,0.003148709,0.2465994],"study_design_scores_gemma":[0.0004696526,0.0003589162,0.9010751,0.00004001672,0.0001260125,0.09233925,0.0006130172,0.000001742957,0.000203162,0.00008622032,0.004645844,0.00004104881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870405,0.0009763136,0.00002842573,0.01053649,0.0001880322,0.00005329716,0.000005270345,0.000003653564,0.00116805],"genre_scores_gemma":[0.9985905,0.0002099607,0.000140322,0.0005563193,0.0003928271,7.897614e-7,3.048789e-7,0.000009825869,0.00009912485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2465584,"threshold_uncertainty_score":0.3415755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557982994071862,"score_gpt":0.2651725722168793,"score_spread":0.2495927422761607,"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."}}