{"id":"W4405987322","doi":"10.1093/noajnl/vdae085","title":"Mimickers of pituitary tumors","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Pituitary tumors; Pituitary gland; Medicine; Pituitary neoplasm; Set (abstract data type); Radiology; Neuroscience; Pathology; Computer science; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004719804,0.0005037985,0.0006763516,0.001624092,0.00044339,0.001084093,0.0005173055,0.0009455501,0.00167701],"category_scores_gemma":[0.002453349,0.0001686832,0.0006394939,0.000950671,0.0006924143,0.0009954348,0.0008161562,0.001501457,0.0006825497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005553233,"about_ca_system_score_gemma":0.00062006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001297176,"about_ca_topic_score_gemma":0.001934041,"domain_scores_codex":[0.9994745,0.0001078319,0.00008890864,0.00007984311,0.0001757414,0.00007330198],"domain_scores_gemma":[0.9992369,0.0004174715,0.0001380461,0.00002615614,0.0001102839,0.00007113952],"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":[0.0002551732,0.00006283793,0.02239373,0.008521572,0.0003298743,0.1273198,0.0009295878,0.001657095,0.007889716,0.01387687,0.03587243,0.7808914],"study_design_scores_gemma":[0.00002410741,0.0001047836,0.01445937,0.003630166,0.0002070775,0.6772889,0.0007179498,0.0005346197,0.002294741,0.01021828,0.2904611,0.00005889811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01464959,0.9610456,0.003060721,0.003575151,0.0009863918,0.00003508694,0.0001392317,0.00008088277,0.01642742],"genre_scores_gemma":[0.1375468,0.8499642,0.003812329,0.002872109,0.00311846,0.00002627056,0.000262825,0.00002636558,0.002370614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00167701,"threshold_uncertainty_score":0.005610168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009364836719551054,"score_gpt":0.3055149989863326,"score_spread":0.2961501622667815,"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."}}