{"id":"W2746085888","doi":"10.1017/cem.2017.376","title":"A comprehensive regional clinical and educational ECPR protocol decreases time to ECMO in patients with refractory out-of-hospital cardiac arrest","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Mental Health & Substance Use Services; Provincial Health Services Authority; University of British Columbia; Island Health; Centre for Advancing Health Outcomes; St. Paul's Hospital","funders":"St. Paul's Foundation","keywords":"Medicine; Extracorporeal membrane oxygenation; Protocol (science); Emergency medicine; Refractory (planetary science); Treatment protocol; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002731424,0.0001481942,0.0004371133,0.0001707819,0.00006744424,0.000005892783,0.0002654615,0.00007028707,0.00135742],"category_scores_gemma":[0.0005308687,0.0001188537,0.0000611981,0.00006991647,0.0001731696,0.0001721354,0.00001147532,0.0002369339,0.00001505135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006133217,"about_ca_system_score_gemma":0.0004963147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004610803,"about_ca_topic_score_gemma":0.001502902,"domain_scores_codex":[0.998556,0.00004758502,0.0007669959,0.0001424545,0.0002767985,0.0002102022],"domain_scores_gemma":[0.9979826,0.00007301274,0.0002970426,0.0002689337,0.0003928461,0.0009855146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000635297,0.00005964308,0.9597691,0.0001029152,0.0001326313,0.00002119221,0.0003292046,0.00003933983,0.00002246818,0.00003944181,0.03862866,0.0007918942],"study_design_scores_gemma":[0.0009422022,0.0007644362,0.8862873,0.0004441306,0.00003695583,3.765329e-7,0.00006173328,0.00002792591,0.000003054319,0.00009573608,0.1111879,0.0001481966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856971,0.0002157103,0.00001074582,0.001042066,0.007028278,0.005201267,0.00002545434,0.000004938099,0.0007744662],"genre_scores_gemma":[0.9978337,0.0000114022,0.0001911868,0.00007239604,0.001370879,0.0003983186,0.00001224389,0.00003536894,0.0000745293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07348174,"threshold_uncertainty_score":0.9995555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05772665079903023,"score_gpt":0.3371971597054334,"score_spread":0.2794705089064032,"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."}}