{"id":"W3207288546","doi":"10.1530/ec-21-0386","title":"Baseline MRI findings as predictors of hypopituitarism in patients with non-functioning pituitary adenomas","year":2021,"lang":"en","type":"article","venue":"Endocrine Connections","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Hypopituitarism; Pituitary adenoma; Pituitary stalk; Optic chiasma; Logistic regression; Adenoma; Receiver operating characteristic; Magnetic resonance imaging","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":[0.000320712,0.000309561,0.0003108442,0.0008997957,0.0002777949,0.0004928896,0.0002486513,0.0003798243,0.00154814],"category_scores_gemma":[0.003434467,0.000254933,0.0002536026,0.0005864738,0.0003172401,0.0003869153,0.0002175818,0.0005071933,0.0002470079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002128358,"about_ca_system_score_gemma":0.0002749643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002071887,"about_ca_topic_score_gemma":0.002301782,"domain_scores_codex":[0.9998233,0.00004028371,0.00002713298,0.00003074858,0.00004560564,0.00003289899],"domain_scores_gemma":[0.9977228,0.0008329006,0.0007456697,0.00006800724,0.0001657252,0.0004649539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008688043,0.00001355299,0.9990375,0.000003291902,0.000009034648,0.0002385857,0.00002160953,0.00002524462,0.0001959582,0.000003752689,0.0000204844,0.0003441865],"study_design_scores_gemma":[0.000003789949,0.0000801418,0.9985211,0.000002679997,0.00001108346,0.001061702,0.00006784191,0.0001548312,0.00005183846,0.000007192265,0.00003565243,0.000002053009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993097,0.0002945664,0.00002936219,0.00002405003,0.000004134579,0.000002970716,0.00008308001,0.000003579958,0.0002484712],"genre_scores_gemma":[0.9997545,0.00006507722,0.00003167702,0.000006789063,0.00000887246,0.000002604467,0.00008960885,9.830209e-7,0.00003998374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002071887,"threshold_uncertainty_score":0.005179048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005648531744261472,"score_gpt":0.2223923449045609,"score_spread":0.2167438131602994,"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."}}