{"id":"W4413969374","doi":"10.21470/1678-9741-2025-0123","title":"Quality and Safety Initiatives in a Pediatric and Congenital Heart Surgery Program in a Low- and Middle-Income Country: The Impact of International Collaboration","year":2025,"lang":"en","type":"article","venue":"Brazilian Journal of Cardiovascular Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Medicine; Quality (philosophy); Quality management; Low and middle income countries; Cardiac surgery; Developing country; Surgery; Economic growth; Operations management","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":[],"consensus_categories":[],"category_scores_codex":[0.002866719,0.0001594084,0.001002394,0.0006681005,0.00004604425,0.00004297487,0.00003815205,0.00006674536,0.000004013395],"category_scores_gemma":[0.001946756,0.0001173611,0.0004530117,0.0009077064,0.0002326191,0.0003028146,0.00006000187,0.0002279114,1.309335e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005161,"about_ca_system_score_gemma":0.0008269775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001004543,"about_ca_topic_score_gemma":0.00009699798,"domain_scores_codex":[0.9979213,0.0004369477,0.0008762021,0.0001769254,0.0004099772,0.000178681],"domain_scores_gemma":[0.9977201,0.001343406,0.0001727483,0.0001579712,0.0005015663,0.0001042119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001040402,0.0001315681,0.9888219,0.0004995894,0.001417082,0.0001342168,0.0003276777,0.00001128282,0.000006031744,0.000006143124,0.0000520527,0.007552011],"study_design_scores_gemma":[0.001296893,0.00005699028,0.9966738,0.0006515546,0.0002347399,0.0001580302,0.0005937513,0.00006078705,0.000009735738,0.0000377642,0.0001333295,0.00009260017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951268,0.04758585,0.000006974805,0.0004054909,0.0001689263,0.0003898548,0.00003745746,0.00000579272,0.0001316788],"genre_scores_gemma":[0.9912763,0.008518009,0.00004049364,0.00003312454,0.00009985677,0.00001351929,0.000005292974,0.000009072633,0.000004356689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0400083,"threshold_uncertainty_score":0.4785847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179168569732902,"score_gpt":0.3155966092911702,"score_spread":0.29767975231788,"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."}}