{"id":"W4388127867","doi":"10.3171/2023.8.focus23467","title":"Healthcare disparities in pituitary surgery: a systematic review","year":2023,"lang":"en","type":"review","venue":"Neurosurgical FOCUS","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; MEDLINE; Socioeconomic status; Scopus; Health care; Health equity; Pacific islanders; Family medicine; Public health; Environmental health; Population; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004775455,0.0006726084,0.007811141,0.0004003573,0.00006452062,0.0000262063,0.0001830336,0.0003236555,0.00004607707],"category_scores_gemma":[0.000678415,0.0004297368,0.001511093,0.001048251,0.00005595482,0.0000564861,0.0001019706,0.000672984,0.0005648565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001397648,"about_ca_system_score_gemma":0.0003696188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003735319,"about_ca_topic_score_gemma":0.00008181931,"domain_scores_codex":[0.9956117,0.0006452117,0.001822867,0.0007246166,0.0005513218,0.0006443123],"domain_scores_gemma":[0.9971772,0.00130027,0.0003469038,0.000775688,0.0000423459,0.0003576381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001141388,0.0001981541,0.0001897775,0.9673433,0.0001476542,0.005512699,0.000002773999,1.019361e-8,6.215946e-10,0.0001096283,0.001893893,0.02459065],"study_design_scores_gemma":[0.0003920507,0.0001163291,0.00007561319,0.878224,0.002961352,0.0007850406,0.00000185851,8.315714e-7,6.585653e-9,0.000128497,0.1169884,0.0003260984],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005621438,0.9932474,2.816792e-7,0.001173129,0.0003192698,0.004592599,0.0001560038,0.0001886973,0.0003169945],"genre_scores_gemma":[0.00005739079,0.9962311,0.000002480371,0.0007679098,0.00007791117,0.001427094,0.0004502548,0.0001221127,0.0008637789],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1150945,"threshold_uncertainty_score":0.9998155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0923867993126747,"score_gpt":0.3647882151276412,"score_spread":0.2724014158149665,"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."}}