{"id":"W1855995394","doi":"10.5858/2008-132-1231-pppwdt","title":"Practical pituitary pathology: what does the pathologist need to know?","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Pathology; Context (archaeology); Pituitary gland; Anatomical pathology; Medicine; Biology; Immunohistochemistry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002087588,0.0001634935,0.0002498643,0.00006394444,0.0001994197,0.00002649869,0.00009128523,0.00008977603,0.00004985353],"category_scores_gemma":[0.0003217806,0.00007825597,0.00009754214,0.0001656872,0.0001777741,0.0002158074,0.00007620241,0.0001794841,0.000158432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003991626,"about_ca_system_score_gemma":0.00004729657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003738554,"about_ca_topic_score_gemma":0.00003444641,"domain_scores_codex":[0.9987678,0.00007501274,0.000182307,0.0003029091,0.000207666,0.0004642947],"domain_scores_gemma":[0.9991059,0.0001248083,0.00003948477,0.0004238374,0.0000463565,0.000259643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00168282,0.003034591,0.4887114,0.00004846908,0.000388161,0.03592168,0.002635794,0.000004193805,0.0000596304,0.0008624109,0.166533,0.3001178],"study_design_scores_gemma":[0.001841455,0.0001857298,0.9600274,0.00001030183,0.000125371,0.003148232,0.001061656,0.000003864002,0.0001380011,0.0003928971,0.03291788,0.0001472231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9164509,0.002227635,0.0001058225,0.0739309,0.0005960967,0.001519373,0.00001154977,0.0001175783,0.005040149],"genre_scores_gemma":[0.9880526,0.00138861,0.0005293313,0.006680165,0.0001661496,0.001263459,0.00002942548,0.00001730899,0.001872974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.471316,"threshold_uncertainty_score":0.3191186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03640304284607454,"score_gpt":0.2779936287868274,"score_spread":0.2415905859407528,"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."}}