{"id":"W4362468496","doi":"10.3171/2023.2.jns221903","title":"Cost-effectiveness of postoperative imaging surveillance strategies for nonfunctional pituitary adenomas after resection with curative intent","year":2023,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Western University; University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Resection; Radiology; Surgery","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":[0.001765379,0.0007742543,0.0008563384,0.0004984318,0.0001711056,0.0008732424,0.0007972005,0.000601858,0.001815456],"category_scores_gemma":[0.008955357,0.0003370529,0.001159252,0.0002504354,0.0003763379,0.0008809264,0.0005224364,0.0006566606,0.0001107138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002193896,"about_ca_system_score_gemma":0.002171474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007256434,"about_ca_topic_score_gemma":0.005161697,"domain_scores_codex":[0.9993825,0.0003229527,0.00003213914,0.0000714291,0.00008050874,0.0001103403],"domain_scores_gemma":[0.9971172,0.002006945,0.0005036187,0.00006925678,0.00012799,0.0001749724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.003492394,0.0003925336,0.01800365,0.0002177294,0.0004063314,0.0002197287,0.00004757921,0.9450192,0.001250918,0.001405161,0.0002946266,0.02925013],"study_design_scores_gemma":[0.0006710291,0.004733373,0.02653883,0.0001500158,0.0009239329,0.0004532786,0.0001887472,0.9592777,0.002526944,0.003886716,0.000594134,0.0000553965],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805176,0.001764304,0.01507469,0.0005164141,0.00002183011,0.0001483204,0.0003094371,0.00006382539,0.001583612],"genre_scores_gemma":[0.998439,0.0001995279,0.001036412,0.0000291107,0.000003406569,0.00002711408,0.0001068453,0.000003533924,0.0001551411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007256434,"threshold_uncertainty_score":0.0159179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04164339839828885,"score_gpt":0.3125370427145288,"score_spread":0.27089364431624,"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."}}