{"id":"W4384502127","doi":"10.1136/wjps-2022-000534","title":"Delivery of essential pediatric congenital surgical care within Brazil’s universal health coverage system: a national survey of pediatric surgeons","year":2023,"lang":"en","type":"article","venue":"World Journal of Pediatric Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Psychological intervention; Public sector; Workforce; Private sector; Pediatric surgery; Pediatric Surgeon; Government (linguistics); Family medicine; Health care; Public health; Nursing; 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":[0.001169104,0.0001216145,0.0001465351,0.0005784056,0.0002390868,0.000344443,0.0002955987,0.0001555905,0.001264201],"category_scores_gemma":[0.005806858,0.0001549713,0.0001988609,0.000912372,0.000249724,0.0003761773,0.0005304013,0.0002241371,0.0001167968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008738146,"about_ca_system_score_gemma":0.001922551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05355369,"about_ca_topic_score_gemma":0.06965496,"domain_scores_codex":[0.9991778,0.0002259542,0.0001144461,0.00009644875,0.0002266175,0.0001586563],"domain_scores_gemma":[0.9961035,0.0006124157,0.002272625,0.0001480458,0.0004586018,0.000404784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005264883,0.00001706236,0.9961554,0.0000373158,0.00001004418,0.00004084059,0.0007150146,0.00002888768,0.0001585475,0.00007423823,0.0001822003,0.002575202],"study_design_scores_gemma":[0.00000178215,0.00002250691,0.997788,0.00004739625,0.000005617351,0.0001235342,0.001302094,0.00009533295,0.00005542049,0.00001322607,0.0005431854,0.000001911393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970217,0.0002328563,0.0001155375,0.0003163383,0.000003547408,0.00001906089,0.0007698513,0.000004637357,0.001516409],"genre_scores_gemma":[0.9992325,0.0002223746,0.0001326391,0.00004299367,0.000002137864,0.00001110925,0.0002728113,0.000001215452,0.00008217086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05355369,"threshold_uncertainty_score":0.106484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02774635713908736,"score_gpt":0.302227201041036,"score_spread":0.2744808439019486,"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."}}