{"id":"W3132029152","doi":"10.1016/j.resuscitation.2021.02.027","title":"Look through and see: Validation of a CPR artifact removal algorithm for AEDs used in OHCA","year":2021,"lang":"en","type":"letter","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Hospital; University of Toronto; Toronto Metropolitan University; Schwartz/Reisman Emergency Medicine Institute; North York General Hospital","funders":"","keywords":"Medicine; Cardiopulmonary resuscitation; Return of spontaneous circulation; Resuscitation; Chain of survival; Basic life support; Automated external defibrillator; Shock (circulatory); Defibrillation; Emergency medicine; Cardiology; Medical emergency; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007849704,0.0003462432,0.0003757376,0.0004370598,0.001344442,0.001658068,0.001205823,0.008371016,0.002659106],"category_scores_gemma":[0.05722458,0.0002776387,0.0005309425,0.000203075,0.0008659674,0.0008213546,0.0005168893,0.004045114,0.003161722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001655969,"about_ca_system_score_gemma":0.003267237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01028412,"about_ca_topic_score_gemma":0.01784737,"domain_scores_codex":[0.9955854,0.001587371,0.0007533172,0.0002275462,0.001602683,0.0002435863],"domain_scores_gemma":[0.9675092,0.01875466,0.001394264,0.001229932,0.0100418,0.001070066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002228841,0.000572654,0.07133507,0.0002613214,0.0001306045,0.02868435,0.00414109,0.002038297,0.01907188,0.00312237,0.6087987,0.2596148],"study_design_scores_gemma":[0.0009912621,0.003499517,0.1178547,0.001430604,0.0004079451,0.0470022,0.006482061,0.0458304,0.03891842,0.006991252,0.7302039,0.0003877907],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.172446,0.001171469,0.04020223,0.7310827,0.01448256,0.0009737593,0.001089827,0.002100127,0.03645136],"genre_scores_gemma":[0.5546213,0.0009700872,0.07096841,0.3367012,0.007632816,0.0006795124,0.0006161517,0.0007326934,0.02707786],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01028412,"threshold_uncertainty_score":0.04151374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02956814755645915,"score_gpt":0.3042724814580027,"score_spread":0.2747043339015435,"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."}}