{"id":"W4242896158","doi":"10.1097/pas.0000000000000233","title":"Best Practices Recommendations in the Application of Immunohistochemistry in Testicular Tumors","year":2014,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Credit Valley Hospital","funders":"","keywords":"Immunohistochemistry; Differential diagnosis; Pathology; Germ cell tumors; Medicine; Anatomical pathology; Immunostaining; 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":[0.000698076,0.00006699823,0.0002912907,0.00006008865,0.00002339951,0.000003516141,0.0001448237,0.00001798342,0.00001003767],"category_scores_gemma":[0.0005368984,0.00003501539,0.00007807172,0.0002633267,0.0002868707,0.00002797062,0.00001640501,0.0002307436,0.000003517716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003203821,"about_ca_system_score_gemma":0.00005386938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001154074,"about_ca_topic_score_gemma":0.000002192196,"domain_scores_codex":[0.9990025,0.0003158102,0.000367924,0.00007788665,0.0001345132,0.0001013652],"domain_scores_gemma":[0.9978874,0.0007793902,0.001009095,0.000214343,0.00007133765,0.00003839253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002070409,0.005522862,0.6639922,0.0000769559,0.0001622525,0.003167136,0.001454042,0.0003397623,0.02602665,0.001331437,0.0001068619,0.2957495],"study_design_scores_gemma":[0.004401796,0.003314517,0.9648836,0.0002822265,0.0005166318,0.01620049,0.003554945,0.0005273691,0.0003636396,0.001645048,0.004151758,0.0001579613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992594,0.0004697489,0.000191924,0.006212402,0.00001466677,0.0001055962,0.000002058994,0.000001890308,0.0004077363],"genre_scores_gemma":[0.9990138,0.0001259892,0.0006233017,0.0001669567,0.0000423848,0.00001065272,0.000004996089,0.000004966636,0.000006887884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3008915,"threshold_uncertainty_score":0.1427886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050481433779924,"score_gpt":0.3491350335145889,"score_spread":0.3286302191767897,"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."}}