{"id":"W4318203565","doi":"10.1016/j.xjon.2023.01.009","title":"Building cardiac surgical programs in lower-middle income countries","year":2023,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Global Health and Surgery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perioperative; Health care; Certification; Family medicine; Surgery; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004401431,0.0003545671,0.0001328214,0.001921848,0.001379807,0.001682048,0.001177451,0.0005118186,0.007957567],"category_scores_gemma":[0.008002964,0.0001922722,0.0002447881,0.001516918,0.0009549687,0.001239623,0.003840057,0.0007651876,0.0006921574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00213804,"about_ca_system_score_gemma":0.02025697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058909,"about_ca_topic_score_gemma":0.01818501,"domain_scores_codex":[0.9981593,0.0007340316,0.0001052602,0.0001022997,0.0001778953,0.0007211599],"domain_scores_gemma":[0.9902064,0.001295163,0.00295547,0.0001900894,0.0009250644,0.004427805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001571386,0.001383256,0.6365101,0.006072972,0.00008988881,0.00162351,0.004610298,0.001608002,0.002842894,0.004057066,0.0110051,0.3300399],"study_design_scores_gemma":[0.0001529747,0.00122622,0.8972206,0.006120928,0.0000642462,0.0008270569,0.01388172,0.0005619989,0.0009162123,0.0009046668,0.07808364,0.00003965946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9163605,0.02154986,0.00335817,0.01979799,0.0005532851,0.001917754,0.001269188,0.0001374385,0.0350558],"genre_scores_gemma":[0.9782254,0.00922147,0.006185242,0.002490066,0.0001736357,0.000725334,0.0009298311,0.00001953067,0.002029523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01058909,"threshold_uncertainty_score":0.02662075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05853186207889672,"score_gpt":0.3599903449160927,"score_spread":0.301458482837196,"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."}}