{"id":"W7144381536","doi":"10.71465/ajbe1614","title":"The Role of Biomedical Engineering in Addressing Global Health Inequalities","year":2024,"lang":"","type":"article","venue":"American Journal of Biomedical Engineering","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Global health; Health equity; Health care; Inequality; Global challenges; Quality (philosophy); Resource (disambiguation); Health technology","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":[0.002757258,0.0006955194,0.001462393,0.001165754,0.00008691597,0.0002117543,0.0009354126,0.0003166567,0.00004658159],"category_scores_gemma":[0.0008507484,0.0005557238,0.0004757743,0.004256359,0.0008245737,0.000367321,0.000159641,0.001896705,0.00001100393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00134457,"about_ca_system_score_gemma":0.001187976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000295948,"about_ca_topic_score_gemma":0.000005651467,"domain_scores_codex":[0.9932958,0.0001235653,0.003113663,0.0004197614,0.001595531,0.001451624],"domain_scores_gemma":[0.9966089,0.001183838,0.000461514,0.0004078262,0.0001349388,0.001202941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000831728,0.0003339312,0.0001545831,0.005366995,0.001048832,0.0002044991,0.003906205,0.03097698,0.006264115,0.004822838,0.001402137,0.9454357],"study_design_scores_gemma":[0.001130339,0.00215023,0.002970033,0.01672401,0.0001560983,0.0008938589,0.003450159,0.8121901,0.0005135777,0.0003829707,0.1583909,0.001047707],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.458108,0.2992122,0.2016674,0.01236965,0.02657812,0.0007616817,0.0003261856,0.00079571,0.0001810548],"genre_scores_gemma":[0.9888378,0.005066933,0.003957437,0.00003801928,0.001931509,0.0000138378,0.00001744632,0.000126091,0.00001088241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.944388,"threshold_uncertainty_score":0.9996894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008030888342122143,"score_gpt":0.2700930493279505,"score_spread":0.2620621609858284,"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."}}