{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007687096,0.0004409984,0.002177494,0.004931198,0.0001868477,0.00002408587,0.0002691476,0.0002450179,0.0001223794],"category_scores_gemma":[0.001485787,0.0004171446,0.001018125,0.007085741,0.000109172,0.0002996465,0.0001177629,0.0007703704,0.00003534086],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005927548,"about_ca_system_score_gemma":0.01252299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00146299,"about_ca_topic_score_gemma":0.0003909383,"domain_scores_codex":[0.9913222,0.001064938,0.003593646,0.0004323437,0.002575118,0.001011744],"domain_scores_gemma":[0.9856296,0.006262097,0.003342353,0.0003188532,0.003389586,0.001057563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00171385,0.0003117131,0.9086584,0.00251767,0.0001602856,0.00138822,0.0002129629,0.0002130874,0.000002634097,0.0001225051,0.08447266,0.0002259934],"study_design_scores_gemma":[0.00343359,0.0003614508,0.9925997,0.0001304001,0.0008734392,0.0006070231,0.000749696,0.00009217773,0.00001670334,0.00001237255,0.000659361,0.000464113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821239,0.01147825,0.00001678732,0.0001983987,0.004356017,0.0003654214,0.0008701318,0.00007628816,0.0005148217],"genre_scores_gemma":[0.9865775,0.009021346,0.00004549106,0.00007985862,0.003726458,0.000003910229,0.0003103269,0.00006132364,0.0001738103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08394125,"threshold_uncertainty_score":0.999828,"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."}}