{"id":"W2138900682","doi":"10.1586/17446651.2014.922412","title":"Improving differential diagnosis of pituitary adenomas","year":2014,"lang":"en","type":"article","venue":"Expert Review of Endocrinology & Metabolism","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Differential diagnosis; Pathological; Pituitary adenoma; Medicine; Pituitary tumors; Pituitary disease; Adenoma; Disease; Pathology; Bioinformatics; Internal medicine; Biology; Hormone","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001344672,0.0007482258,0.001191728,0.002821075,0.000541805,0.001354528,0.0009711795,0.001211836,0.002268985],"category_scores_gemma":[0.004495449,0.0002363099,0.0005874735,0.0008185075,0.0006171674,0.001966114,0.001084676,0.002948124,0.001737855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007039811,"about_ca_system_score_gemma":0.0009877086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729659,"about_ca_topic_score_gemma":0.001972538,"domain_scores_codex":[0.9990199,0.0002291822,0.0001364912,0.0001337614,0.0003669301,0.0001137792],"domain_scores_gemma":[0.9979923,0.0008042792,0.0002095076,0.00007173037,0.0007267062,0.000195515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002369586,0.00007627494,0.02318867,0.002393648,0.00008429398,0.02313432,0.00061271,0.0005140573,0.01057545,0.003061206,0.03948461,0.8966378],"study_design_scores_gemma":[0.000077437,0.0003348485,0.07072672,0.005973745,0.0004409996,0.3874776,0.003866911,0.002369752,0.01319402,0.02483491,0.4904971,0.000205983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0427212,0.8605921,0.0353116,0.03142799,0.005349472,0.0001022816,0.0003838997,0.0005410169,0.02357057],"genre_scores_gemma":[0.2528042,0.6559456,0.0587405,0.01110281,0.01462113,0.00009073282,0.001278169,0.0001507825,0.005266118],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002821075,"threshold_uncertainty_score":0.007590532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304755890893575,"score_gpt":0.2935931725555593,"score_spread":0.2805456136466235,"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."}}