{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001487054,0.0001418186,0.0003947654,0.0004467127,0.0005594898,0.0008290657,0.0003725539,0.003496261,0.006580483],"category_scores_gemma":[0.0249789,0.0001265287,0.0003009662,0.0009292995,0.0005984592,0.0006891871,0.0003343554,0.003110438,0.001091263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036935,"about_ca_system_score_gemma":0.000759739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002593946,"about_ca_topic_score_gemma":0.003868812,"domain_scores_codex":[0.9977821,0.000976307,0.0002304114,0.0002210126,0.0006259031,0.0001643767],"domain_scores_gemma":[0.9853694,0.008673375,0.00320679,0.0003933681,0.001531906,0.0008252469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001988334,0.0002512305,0.7622895,0.000452142,0.0003011025,0.004136675,0.0003186678,0.0004056037,0.0003734217,0.002533406,0.1615326,0.06541729],"study_design_scores_gemma":[0.0005160477,0.0008548432,0.9023982,0.00139875,0.0003222505,0.0145467,0.0008762969,0.00358528,0.0004321084,0.01264096,0.06230762,0.000120895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2456163,0.02814581,0.0007543453,0.6712427,0.004958828,0.00003848693,0.002409255,0.0000893366,0.04674501],"genre_scores_gemma":[0.8755856,0.008788854,0.0006091874,0.09477418,0.01598174,0.00006180732,0.001082591,0.00002291819,0.003093119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006580483,"threshold_uncertainty_score":0.02201384,"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."}}