{"id":"W4409376128","doi":"10.1002/ohn.1263","title":"Endoscopic Pituitary Surgery in High‐Resource Settings Versus a Public Hospital in Ghana","year":2025,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cohort; Cohort study; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000175075,0.0002007797,0.0005536621,0.0007317198,0.00004355547,0.00001123909,0.0001090349,0.0001915363,0.0001050248],"category_scores_gemma":[0.0002405843,0.000187748,0.00009618446,0.0006186866,0.00008126779,0.0001087004,0.00008656248,0.0002751093,0.00004297934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001405777,"about_ca_system_score_gemma":0.000234237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009463571,"about_ca_topic_score_gemma":0.0009059536,"domain_scores_codex":[0.9985089,0.00008412551,0.000348697,0.0004128524,0.0001142587,0.0005312183],"domain_scores_gemma":[0.9992216,0.0003083458,0.00005298981,0.0003057244,0.00002212077,0.00008918552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002960217,0.0007066894,0.990183,0.00006133937,0.00009549203,0.001166014,0.0001286123,4.92221e-7,0.00001230831,0.001059557,0.00330713,0.00298332],"study_design_scores_gemma":[0.008715127,0.0003136578,0.9839278,0.0001293896,0.00004326215,0.00001346119,0.0002614064,0.00003242027,0.00005403188,0.0003450791,0.006035108,0.0001292401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783566,0.001821812,0.0000063456,0.009652191,0.0004344721,0.0004294868,0.000007235083,0.00005455834,0.009237279],"genre_scores_gemma":[0.9971259,0.00004386574,0.0001185385,0.002072454,0.00003707286,0.0001061325,0.0001623328,0.00001570097,0.0003179863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0187693,"threshold_uncertainty_score":0.7656143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112992550217392,"score_gpt":0.2499273212199826,"score_spread":0.2387973957178086,"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."}}