{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004339292,0.0002485356,0.000621008,0.0003219734,0.00005350697,0.00004265705,0.00004948604,0.0006302196,0.00001681814],"category_scores_gemma":[0.0003462235,0.0002419186,0.0002264987,0.0003980189,0.00009141844,0.0002070206,0.0000243694,0.0005017643,0.000005304073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001581428,"about_ca_system_score_gemma":0.0002968239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009861803,"about_ca_topic_score_gemma":0.00001907412,"domain_scores_codex":[0.9979523,0.0001680165,0.0005980776,0.0004785844,0.0005327149,0.0002703235],"domain_scores_gemma":[0.9984516,0.0005009712,0.0003362835,0.0002880403,0.0003822039,0.00004089092],"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":[0.00108873,0.0004348663,0.009155237,0.01242629,0.001237074,0.001555552,0.01329715,0.0002019797,0.03158022,0.0004780147,0.7643864,0.1641584],"study_design_scores_gemma":[0.02402425,0.00112293,0.06327491,0.008337799,0.002768398,0.0002067356,0.003662962,0.01269592,0.03951555,0.01403989,0.8279859,0.002364692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.3919086,0.003395969,0.07351269,0.5096551,0.008393292,0.008604218,0.0006733366,0.0002290638,0.003627785],"genre_scores_gemma":[0.2000795,0.003410277,0.4603812,0.1930834,0.03726833,0.001906243,0.09349848,0.001109148,0.009263459],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3868685,"threshold_uncertainty_score":0.9865153,"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."}}