{"id":"W4398777160","doi":"10.62463/surgery.65","title":"No Health Without Cardiovascular Health: Collaboration and Integration as the Beating Heart of Global Surgery","year":2024,"lang":"en","type":"article","venue":"Impact Surgery","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cardiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006006432,0.000195002,0.0008245731,0.0002035248,0.0002780081,0.0002809208,0.00006750087,0.00006956192,0.00002819951],"category_scores_gemma":[0.002330591,0.0001306803,0.0003120558,0.001352343,0.00008633262,0.0007553838,0.00005971951,0.0001488286,0.00005237914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002387143,"about_ca_system_score_gemma":0.001014605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08864984,"about_ca_topic_score_gemma":0.0004985596,"domain_scores_codex":[0.9978353,0.0002285561,0.0007948255,0.000273531,0.0002886449,0.000579077],"domain_scores_gemma":[0.9983041,0.0008408952,0.0003118449,0.0002750341,0.0001994971,0.00006862414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004350879,0.00002720024,0.1108177,0.001022463,0.0001526806,0.000002325018,0.00007185958,0.0003582355,0.000006566348,0.004543923,0.845764,0.03718955],"study_design_scores_gemma":[0.00009769211,0.00005218846,0.1472113,0.0006091124,0.00003314651,0.0000369234,0.0004080634,0.006697857,0.000001084849,0.0008166042,0.8438172,0.0002187864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8018317,0.02040217,0.000540256,0.1707031,0.003102302,0.0007741562,0.00005994707,0.0002623471,0.002323995],"genre_scores_gemma":[0.9734474,0.0005814849,0.00003190915,0.02460883,0.00120309,0.00001802151,0.00007103234,0.00001855243,0.00001964826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1716157,"threshold_uncertainty_score":0.9174189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.039461438531101,"score_gpt":0.3504273563876469,"score_spread":0.3109659178565459,"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."}}