{"id":"W3169629217","doi":"10.3390/curroncol28030197","title":"Immunohistochemistry for Prostate Biopsy—Impact on Histological Prostate Cancer Diagnoses and Clinical Decision Making","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Immunohistochemistry; Prostate cancer; Biopsy; Prostatectomy; Prostate; Prostate biopsy; Pathology; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006680974,0.0002652354,0.0002738094,0.001057967,0.0002740076,0.001150678,0.0004619573,0.0003931631,0.002399893],"category_scores_gemma":[0.02171039,0.0001504471,0.0003064391,0.0005857266,0.0004498284,0.0007656198,0.0004798334,0.0005116328,0.0005015124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005165174,"about_ca_system_score_gemma":0.0006083258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001084048,"about_ca_topic_score_gemma":0.002130771,"domain_scores_codex":[0.9968857,0.001707752,0.0002001919,0.0002400173,0.0008015271,0.0001646952],"domain_scores_gemma":[0.9832054,0.009487345,0.004000002,0.0005379395,0.001915011,0.0008542133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004569132,0.00009026211,0.9587786,0.00007689584,0.00007731661,0.000183418,0.00004030209,0.0003391756,0.0005269164,0.00007413375,0.0008141277,0.03854188],"study_design_scores_gemma":[0.00005198582,0.0005905516,0.9838344,0.0002141506,0.0002087824,0.003087157,0.00033764,0.005933769,0.001219794,0.0006769907,0.003820446,0.00002425428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709672,0.01301882,0.003409701,0.002784585,0.0003561995,0.00008311855,0.0004827841,0.00004738745,0.008850208],"genre_scores_gemma":[0.996265,0.00119694,0.001729452,0.0002067423,0.0001951334,0.00001307139,0.0001917957,0.000007365409,0.0001945449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006680974,"threshold_uncertainty_score":0.0353328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088040530992402,"score_gpt":0.5045626800767936,"score_spread":0.3957586269775535,"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."}}