{"id":"W4205098136","doi":"10.1016/j.resuscitation.2022.01.006","title":"Diagnostic test accuracy of point-of-care ultrasound during cardiopulmonary resuscitation to indicate the etiology of cardiac arrest: A systematic review","year":2022,"lang":"en","type":"review","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Medicine; Cochrane Library; Publication bias; Intensive care medicine; MEDLINE; Observational study; Cardiopulmonary resuscitation; Blinding; Point-of-care testing; Systematic review; Critical appraisal; Meta-analysis; Emergency medicine; Internal medicine; Resuscitation; Randomized controlled trial; Pathology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002165376,0.0005418421,0.004424412,0.0007513895,0.0001918736,0.00001626422,0.0004690008,0.0003500447,0.00002673632],"category_scores_gemma":[0.05905543,0.0003873741,0.001738361,0.002045164,0.0002559604,0.0001322988,0.000159505,0.0007830546,0.00001920145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104765,"about_ca_system_score_gemma":0.0006939235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005848548,"about_ca_topic_score_gemma":0.000009104353,"domain_scores_codex":[0.9933463,0.001645031,0.002829248,0.0006291525,0.001189888,0.000360362],"domain_scores_gemma":[0.9688918,0.02571886,0.003252155,0.001321313,0.0006612924,0.0001546033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007285975,0.00008088034,0.0002491043,0.9827814,0.0007357761,0.00001487196,0.001694601,0.00001855533,0.0003321425,0.00007685831,0.0002459402,0.01369709],"study_design_scores_gemma":[0.0005745385,0.0004934674,0.007675745,0.9285082,0.0223018,0.00005387306,0.002788573,0.000001752366,0.00009746795,0.00007792337,0.03673587,0.000690818],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001537961,0.9851018,0.00001467843,0.0001476293,0.002128615,0.01005168,0.0005774333,0.00004007979,0.0004001566],"genre_scores_gemma":[0.01039826,0.9854811,0.0001971922,0.00003508562,0.0002957982,0.001784399,0.001695308,0.00009487868,0.00001794411],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05689005,"threshold_uncertainty_score":0.9998578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02263205157237412,"score_gpt":0.3197394931087063,"score_spread":0.2971074415363322,"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."}}