{"id":"W2136328158","doi":"10.1309/ajcpgfjp83ixzeur","title":"Usefulness of Cytokeratin 5/6 and AMACR Applied as Double Sequential Immunostains for Diagnostic Assessment of Problematic Prostate Specimens","year":2009,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Urologic and reproductive health conditions","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Staining; Pathology; Cytokeratin; Immunohistochemistry; Atypia; Prostate cancer; Prostate; Medicine; Intraepithelial neoplasia; 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":[0.001966958,0.00013521,0.001328322,0.0001289841,0.00005450683,0.000003933168,0.00009027158,0.00008255045,0.00002851571],"category_scores_gemma":[0.001330879,0.00009633218,0.0001979482,0.0001551168,0.001040716,0.00004335992,0.00002689197,0.000432521,9.334553e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002323832,"about_ca_system_score_gemma":0.0005852216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004343877,"about_ca_topic_score_gemma":7.03474e-7,"domain_scores_codex":[0.9971341,0.0002500893,0.001934143,0.000237585,0.0002090551,0.0002349836],"domain_scores_gemma":[0.9954156,0.001550513,0.002103755,0.0002357547,0.0005273636,0.0001670639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03921521,0.02341333,0.3603562,0.002482306,0.002881241,0.002016932,0.00729546,0.0009095364,0.2136123,0.07066222,0.002199143,0.2749562],"study_design_scores_gemma":[0.009744234,0.04003806,0.9335479,0.0001860649,0.0006508786,0.001165431,0.0009238214,0.00004013564,0.00222985,0.01093832,0.0003761888,0.000159172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882003,0.0001066726,0.003856116,0.006160886,0.0001921749,0.0009624022,0.00001799471,0.000006641108,0.0004967882],"genre_scores_gemma":[0.9842624,0.0002498473,0.01431405,0.0009110958,0.0001883498,0.00002344427,0.000009409638,0.0000109333,0.00003047517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5731916,"threshold_uncertainty_score":0.3928312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06093319028750032,"score_gpt":0.4405597202106424,"score_spread":0.3796265299231421,"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."}}