{"id":"W2565529313","doi":"10.1161/circulationaha.116.026053","title":"Association of Mechanical Cardiopulmonary Resuscitation Device Use With Cardiac Arrest Outcomes","year":2016,"lang":"en","type":"letter","venue":"Circulation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cardiopulmonary resuscitation; Emergency department; Resuscitation; Population; Emergency medicine; Medical emergency; Psychiatry","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":[0.0005264031,0.0003443613,0.0009345068,0.0003086572,0.00008782315,0.00004201594,0.00007694898,0.001048615,0.00001474321],"category_scores_gemma":[0.0005408865,0.0002526111,0.000528363,0.0003083917,0.0000527018,0.0003315457,0.00002540172,0.0006257671,0.00004527379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006868684,"about_ca_system_score_gemma":0.0002223512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008669552,"about_ca_topic_score_gemma":0.00001017465,"domain_scores_codex":[0.9968774,0.0003079564,0.0006021028,0.0005176303,0.001344627,0.0003502663],"domain_scores_gemma":[0.9969669,0.0007870228,0.0007702723,0.000567192,0.0008309998,0.00007763151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001820679,0.00002376083,0.810648,0.0005487904,0.001332566,0.0000758028,0.0001194839,0.00006988827,0.002606725,0.00005224291,0.1828481,0.001492643],"study_design_scores_gemma":[0.001007149,0.00003432945,0.8508658,0.0006788787,0.001592961,0.000002660403,0.00002492332,0.00005944468,0.0001283756,0.0001556423,0.1451117,0.000338168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3584664,0.0003100188,0.00362548,0.615265,0.01447384,0.003955406,0.0006299368,0.000412545,0.002861487],"genre_scores_gemma":[0.9505127,0.000101034,0.0007475464,0.03389621,0.009125075,0.0001268344,0.004210291,0.0001797174,0.001100596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5920463,"threshold_uncertainty_score":0.9999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02008341919059647,"score_gpt":0.2627579937489067,"score_spread":0.2426745745583103,"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."}}