{"id":"W2048321221","doi":"10.1097/pai.0b013e3182634969","title":"Atypical Pituitary Adenoma With Neurocytic Transformation","year":2012,"lang":"en","type":"article","venue":"Applied immunohistochemistry & molecular morphology","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Neoplastic transformation; Immunohistochemistry; Pathology; Pituitary adenoma; Adenoma; Prolactin; Nosology; Malignant transformation; Transformation (genetics); Medicine; Cancer research; Biology; Endocrinology; Internal medicine; Hormone; Cancer; Carcinogenesis; Gene; Genetics","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":[0.0000528882,0.0002758483,0.0003405173,0.00005278261,0.00009513966,0.00000622909,0.0001059015,0.0001754472,0.0002114665],"category_scores_gemma":[0.000007682876,0.0002325359,0.00010071,0.000135554,0.000197422,0.00006845364,0.00002758416,0.0002656897,0.0001338645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001225156,"about_ca_system_score_gemma":0.00007340185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001529985,"about_ca_topic_score_gemma":3.544355e-8,"domain_scores_codex":[0.9987344,0.00001536718,0.0002532346,0.0002840954,0.0002033167,0.0005096204],"domain_scores_gemma":[0.9992141,0.00001591192,0.00006777896,0.0004563997,0.00003347842,0.0002123483],"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":[0.001344554,0.0005160501,0.001153789,0.00007368307,0.0001771849,0.0003342506,0.0002983219,0.00000465174,0.9943775,0.0005100844,0.0002116392,0.0009982864],"study_design_scores_gemma":[0.02401744,0.001641894,0.0740896,0.0001041565,0.001814082,0.01741238,0.001220221,0.00003077529,0.8752497,0.0005679409,0.002377048,0.001474778],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978083,0.001939833,0.001552175,0.0003104133,0.00006806123,0.0004180489,0.000006639023,0.00008834821,0.0175335],"genre_scores_gemma":[0.997343,0.00002380446,0.000878,0.001019127,0.00004988383,0.0001397929,0.0003711102,0.00004067304,0.0001345956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1191278,"threshold_uncertainty_score":0.9482539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006539180397080422,"score_gpt":0.2371975401575764,"score_spread":0.230658359760496,"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."}}