{"id":"W2412883412","doi":"10.5146/tjpath.2015.01311","title":"Clinical implications of accurate subtyping of pituitary adenomas: perspectives from the treating physician","year":2015,"lang":"en","type":"review","venue":"Turkish Journal of Pathology","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Subtyping; Pituitary adenoma; Corticotropic cell; Adenoma; Somatotropic cell; Medicine; Pituitary gland; Pathology; Pituitary neoplasm; Internal medicine; Hormone; Computer science","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":[0.002275002,0.0005796222,0.001247159,0.001443268,0.0004775249,0.001800026,0.0007619765,0.002002966,0.002562406],"category_scores_gemma":[0.006109789,0.0001944284,0.0005947863,0.0009939423,0.001127457,0.002972592,0.0008575076,0.002957218,0.001226651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007255086,"about_ca_system_score_gemma":0.002028221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001674074,"about_ca_topic_score_gemma":0.002960079,"domain_scores_codex":[0.9991127,0.0003157827,0.0001369191,0.0001069881,0.0002659588,0.00006165894],"domain_scores_gemma":[0.9961466,0.002418782,0.000231809,0.00007926702,0.0009763134,0.0001472692],"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":[0.0001201561,0.00006341103,0.001870731,0.01072457,0.0001289702,0.002588265,0.0005268732,0.0005171419,0.001441975,0.008710009,0.05315337,0.9201544],"study_design_scores_gemma":[0.00004352157,0.0001602848,0.005262249,0.01868914,0.0002436365,0.02616347,0.001754372,0.0003474926,0.0007022528,0.023083,0.923455,0.00009552758],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004043742,0.9866834,0.0005186626,0.009945101,0.0006816453,0.000003194071,0.00002338686,0.000008092364,0.001732181],"genre_scores_gemma":[0.007761382,0.9851817,0.001440027,0.002827449,0.002223257,0.000009131425,0.00004285275,0.000006851029,0.0005073549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002562406,"threshold_uncertainty_score":0.0120315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116676566318261,"score_gpt":0.4251272487315287,"score_spread":0.3134595920997026,"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."}}