{"id":"W4391990390","doi":"10.1055/s-0044-1780285","title":"Clinical Landscape of Pituitary Adenoma","year":2024,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pituitary adenoma; Computer science; Adenoma; Medicine; 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":[0.0007005149,0.0002348069,0.0003446062,0.001291912,0.001066554,0.001499714,0.0005406247,0.000655101,0.006544289],"category_scores_gemma":[0.005511304,0.0001430464,0.0002323354,0.00167443,0.0008659476,0.001346744,0.001321624,0.001202522,0.0009411335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00144779,"about_ca_system_score_gemma":0.00179862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007622472,"about_ca_topic_score_gemma":0.007989721,"domain_scores_codex":[0.9989353,0.0001978712,0.0001037928,0.0002202423,0.000332555,0.0002101246],"domain_scores_gemma":[0.9975078,0.0005200607,0.000553103,0.00005562502,0.000655151,0.0007082062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006536,0.00008230235,0.6730322,0.0006084839,0.0001133651,0.02959054,0.002371703,0.0009894472,0.005043393,0.01022229,0.05109596,0.2261968],"study_design_scores_gemma":[0.00003383681,0.0002872654,0.5975148,0.001389523,0.000129118,0.2320946,0.01313251,0.00128529,0.001036656,0.02185302,0.1310908,0.0001525761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7234045,0.07395337,0.002910946,0.08908409,0.0007233554,0.0001287148,0.004038878,0.0001807586,0.1055754],"genre_scores_gemma":[0.974899,0.01550749,0.001283547,0.003875484,0.001005879,0.00004338809,0.001690694,0.00006966908,0.001624931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007622472,"threshold_uncertainty_score":0.02189285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05801438164933008,"score_gpt":0.3177965322201599,"score_spread":0.2597821505708298,"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."}}