{"id":"W3009642958","doi":"10.1017/cem.2019.472","title":"Evaluating the potential impact of an emergency department extracorporeal resuscitation (ECPR) program: a health records review","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Extracorporeal cardiopulmonary resuscitation; Medicine; Interquartile range; Emergency department; Retrospective cohort study; Ventricular fibrillation; Refractory (planetary science); Resuscitation; Cardiopulmonary resuscitation; Emergency medicine; Internal medicine; Ventricular tachycardia; Intensive care medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002031051,0.0002034915,0.0005362828,0.0001194544,0.00009781588,0.00000358668,0.0003808631,0.00005111812,0.005317584],"category_scores_gemma":[0.0006470061,0.0001360875,0.0002423679,0.000629086,0.00003589114,0.0001878324,0.000006407682,0.0003352564,0.000004368757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001685319,"about_ca_system_score_gemma":0.000913743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002061192,"about_ca_topic_score_gemma":0.004661429,"domain_scores_codex":[0.9968591,0.0002463383,0.001823397,0.0001599842,0.0005279626,0.0003832029],"domain_scores_gemma":[0.9972109,0.00002065442,0.0007109656,0.0002511246,0.0003878922,0.001418486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001899379,0.0001624012,0.02349235,0.008741464,0.001720188,0.000324818,0.006771185,0.0236232,0.005043937,0.000269882,0.3947954,0.5348653],"study_design_scores_gemma":[0.007030823,0.08429535,0.4355313,0.01613383,0.004361997,0.0005946018,0.003709964,0.3561975,0.0002018618,0.006531972,0.08225201,0.00315873],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8421065,0.1321198,0.001903667,0.01068901,0.01026089,0.001981589,0.00009107225,0.00007304602,0.0007744485],"genre_scores_gemma":[0.9929402,0.004921929,0.0006383934,0.0002008309,0.001181262,0.00001642468,0.00005117098,0.00004054598,0.000009206286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5317066,"threshold_uncertainty_score":0.9955917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1655483123365333,"score_gpt":0.4247981159330831,"score_spread":0.2592498035965498,"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."}}