{"id":"W4390741607","doi":"10.1007/s00134-023-07278-3","title":"Mechanical circulatory support for cardiogenic shock: a network meta-analysis of randomized controlled trials and propensity score-matched studies","year":2024,"lang":"en","type":"review","venue":"Intensive Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Cardiogenic shock; Medicine; Randomized controlled trial; Meta-analysis; Anesthesiology; Circulatory system; Propensity score matching; Pain medicine; Shock (circulatory); Intensive care; Internal medicine; Cardiology; Intensive care medicine; Myocardial infarction; Anesthesia","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","metaepi_broad"],"consensus_categories":["metaepi_narrow","metaepi_broad"],"category_scores_codex":[0.01570504,0.001465095,0.1068407,0.001044333,0.00006660853,0.00003397877,0.0004152112,0.0006913393,0.0002239919],"category_scores_gemma":[0.03195481,0.0007420083,0.02565719,0.001189738,0.0004506347,0.00005821018,0.0002089225,0.0006947447,0.000008841018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002460481,"about_ca_system_score_gemma":0.0002638878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001152948,"about_ca_topic_score_gemma":0.00003003357,"domain_scores_codex":[0.9880978,0.002289798,0.006931526,0.001142632,0.0009238101,0.0006143631],"domain_scores_gemma":[0.9782398,0.01349424,0.00176143,0.00104287,0.005135159,0.000326544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00182155,0.000004315141,8.635775e-7,0.0346593,0.9554659,0.00008521652,0.0005100528,0.0001433858,0.000004777443,0.0003499903,0.003624586,0.003330137],"study_design_scores_gemma":[0.02620149,0.0001182203,1.879344e-7,0.0036156,0.9359589,0.00004153702,0.0009302823,0.0005539716,0.000003529546,0.0002589984,0.03173909,0.00057824],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002309746,0.9830955,0.001252337,0.0000784412,0.00226772,0.01261239,0.0003922403,0.0002240606,0.00005426662],"genre_scores_gemma":[0.006459156,0.9872763,0.00008925237,0.0003820904,0.0007292759,0.004278614,0.0005066906,0.0002016983,0.00007697339],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08118349,"threshold_uncertainty_score":0.9998099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2510602756351186,"score_gpt":0.3882959655691317,"score_spread":0.1372356899340131,"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."}}