{"id":"W4213235119","doi":"10.1016/j.cjco.2022.02.005","title":"CEPP: Canadian Extracorporeal Life Support (ECLS) Protocol Project","year":2022,"lang":"en","type":"article","venue":"CJC Open","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université de Montréal; Montreal Heart Institute; Dalhousie University; University of British Columbia; Centre for Advancing Health Outcomes; Western University","funders":"","keywords":"Documentation; Referral; Life support; Extracorporeal; Medicine; Operations management; Medical emergency; Process management; Computer science; Business; Intensive care medicine; Engineering; Nursing; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08598646,0.001397883,0.0008927163,0.007441374,0.0109221,0.00694866,0.006773988,0.002332068,0.02508601],"category_scores_gemma":[0.128106,0.001300972,0.001462093,0.008328694,0.002779204,0.003095313,0.007087776,0.004263406,0.004793547],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1467203,"about_ca_system_score_gemma":0.5766946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8992013,"about_ca_topic_score_gemma":0.8997152,"domain_scores_codex":[0.9594511,0.01372986,0.005113652,0.001921125,0.01674216,0.003042072],"domain_scores_gemma":[0.8235848,0.01795736,0.005186213,0.005044801,0.1305847,0.01764214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004038918,0.0005191437,0.008811401,0.005887262,0.00008682577,0.0003064553,0.009555683,0.001505199,0.0006297471,0.04130351,0.7310154,0.1999755],"study_design_scores_gemma":[0.0006443077,0.0001995953,0.04422023,0.007646051,0.0001219076,0.0001678912,0.00654765,0.001841524,0.0007226782,0.004590099,0.9331127,0.0001852948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0347201,0.007482371,0.06216854,0.1046256,0.00365779,0.3267033,0.185042,0.002739948,0.2728604],"genre_scores_gemma":[0.1580674,0.01002952,0.3130367,0.01781884,0.0004355108,0.2699064,0.1410452,0.001019468,0.08864094],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8992013,"threshold_uncertainty_score":0.9896834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04040063036773161,"score_gpt":0.2942642418323352,"score_spread":0.2538636114646036,"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."}}