{"id":"W3179360881","doi":"10.1016/j.resuscitation.2021.07.002","title":"Socioeconomically equitable public defibrillator placement using mathematical optimization","year":2021,"lang":"en","type":"article","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Queen's University; University of Toronto","funders":"","keywords":"Medicine; Socioeconomic status; Medical emergency; Emergency medicine; Environmental health; Population","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":[0.0003380886,0.0001188951,0.0002483526,0.0001080088,0.0001619926,0.0001038146,0.00002976498,0.0001120706,0.0002503728],"category_scores_gemma":[0.0004069275,0.000117434,0.000134866,0.0002437397,0.00004704713,0.0002548446,0.00004615077,0.00008733667,0.00009996977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003057752,"about_ca_system_score_gemma":0.0003899294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002358942,"about_ca_topic_score_gemma":0.000001755677,"domain_scores_codex":[0.9987238,0.00007277718,0.0003494342,0.0002716334,0.0002921721,0.0002901672],"domain_scores_gemma":[0.9990683,0.0001175695,0.0001065667,0.0002109143,0.0003470811,0.0001495207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001133144,0.001405138,0.05318842,0.002696985,0.001613962,0.0001586763,0.004397688,0.5149004,0.2639253,0.1309779,0.01394698,0.01165539],"study_design_scores_gemma":[0.01001796,0.0002476724,0.02060589,0.0008047639,0.0009761429,0.0002165572,0.006247211,0.9232165,0.01320641,0.01196935,0.0112177,0.001273848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7470555,0.000299782,0.2261949,0.002451651,0.0009460885,0.0004668767,0.00000988957,0.0001234069,0.02245197],"genre_scores_gemma":[0.9096175,0.00004986415,0.08904994,0.0002550862,0.0004114484,0.00001540294,0.000275048,0.00003429596,0.0002914108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4083161,"threshold_uncertainty_score":0.4788821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03600005331601973,"score_gpt":0.3029565473061346,"score_spread":0.2669564939901149,"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."}}