{"id":"W2909038676","doi":"10.1097/pai.0000000000000726","title":"Immunohistochemistry Use by Diagnostic Category and Pathologist in 4477 Prostate Core Biopsy Sets Assessed at Two Hospitals","year":2019,"lang":"en","type":"article","venue":"Applied immunohistochemistry & molecular morphology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Malignancy; Immunohistochemistry; Intraepithelial neoplasia; Biopsy; Cancer; Prostate cancer; Prostate; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002558155,0.0004156479,0.0004603132,0.004389604,0.0005354941,0.0008975741,0.0006339895,0.0003313029,0.001866831],"category_scores_gemma":[0.009973112,0.0005358309,0.0004787699,0.002825118,0.0005421015,0.0005839666,0.001450797,0.0002459991,0.0006334363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141433,"about_ca_system_score_gemma":0.001054208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005789837,"about_ca_topic_score_gemma":0.007971982,"domain_scores_codex":[0.9954117,0.001058894,0.0008139462,0.000802713,0.001295062,0.0006176853],"domain_scores_gemma":[0.9882175,0.003099199,0.005215268,0.0007662939,0.00190222,0.0007995798],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009321746,0.00001174942,0.9978226,0.00002627652,0.00003661791,0.00009739135,0.000117033,0.0000397382,0.0002580049,0.000008641805,0.0001404944,0.001348207],"study_design_scores_gemma":[0.00000728821,0.00008059465,0.9980637,0.00001643268,0.00004067965,0.0005376925,0.0003297653,0.0001924772,0.000368572,0.00001172073,0.0003448504,0.000006232421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978561,0.0002378842,0.0001437886,0.00001280954,0.000004868764,0.00002787769,0.001268642,0.000008059236,0.0004399376],"genre_scores_gemma":[0.9974461,0.0001270549,0.0003555897,0.00002241335,0.00001343892,0.00005696407,0.001810692,0.000007024949,0.000160722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974418,"threshold_uncertainty_score":0.013529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007563916795354352,"score_gpt":0.2683945201052655,"score_spread":0.2608306033099112,"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."}}