{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002179069,0.0007327356,0.001054403,0.0001015607,0.0001197387,0.00005264177,0.0002736633,0.0004444136,0.0002948806],"category_scores_gemma":[0.0001770229,0.0007549946,0.0001716449,0.0002805491,0.0006350005,0.0000859645,0.000359834,0.0006278571,0.0001310745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001251506,"about_ca_system_score_gemma":0.0002115958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003454708,"about_ca_topic_score_gemma":3.012453e-7,"domain_scores_codex":[0.9965537,0.00004307375,0.0007787492,0.001397219,0.0003326123,0.0008947144],"domain_scores_gemma":[0.997577,0.0002908237,0.0003849986,0.001360999,0.0001217369,0.0002644165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004896019,0.0005379578,0.05120881,0.0002753018,0.0001626373,0.002174522,0.0001424384,0.00001067454,0.9429457,0.00005562465,0.001571707,0.0004250146],"study_design_scores_gemma":[0.01049883,0.0004628395,0.05119315,0.0002293117,0.0002948662,0.001979102,0.0001770245,0.00001282354,0.9335673,0.000211411,0.0003611999,0.001012175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834779,0.01201966,0.00001968357,0.0002844199,0.0001740112,0.001828219,0.000214027,0.0001156264,0.001866468],"genre_scores_gemma":[0.9930052,0.000839351,0.0005371344,0.0007916909,0.00001714423,0.001283256,0.002251147,0.0001250985,0.001150018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01118031,"threshold_uncertainty_score":0.9994901,"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."}}