{"id":"W4405890105","doi":"10.1186/s43044-024-00594-z","title":"Clinical outcomes following shock team implementation for cardiogenic shock: a systematic review","year":2024,"lang":"en","type":"review","venue":"The Egyptian Heart Journal","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cardiogenic shock; Medicine; Exacerbation; Acute decompensated heart failure; Intensive care medicine; Shock (circulatory); Myocardial infarction; Multidisciplinary team; Heart failure; Cardiology; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006970797,0.0007398133,0.005312397,0.0002014215,0.0002452451,0.0002860163,0.0008324605,0.0003115477,0.0001519949],"category_scores_gemma":[0.0003559815,0.0004202842,0.007153312,0.0003762873,0.00002171522,0.0001675323,0.00009949438,0.001524623,0.0006268122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003460143,"about_ca_system_score_gemma":0.0003132861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000102032,"about_ca_topic_score_gemma":0.00000562516,"domain_scores_codex":[0.9935375,0.0008752448,0.003812455,0.0004210587,0.0006892299,0.0006644831],"domain_scores_gemma":[0.9972146,0.0009939987,0.0004750922,0.0009062181,0.00007053927,0.0003395756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[4.867831e-7,0.000008967315,0.00005752116,0.9497826,0.004955731,0.00003571483,0.00003240757,0.00000429408,7.072166e-8,0.00002790791,0.026081,0.0190133],"study_design_scores_gemma":[0.0001657704,0.00005166805,0.000005509256,0.3781668,0.03199991,0.001043865,0.00005756005,0.00007693473,8.913297e-8,0.0001046694,0.5878015,0.0005257343],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006545881,0.9901696,0.000508028,0.0001184775,0.004001279,0.004841261,0.00006983585,0.0002189161,0.00006605128],"genre_scores_gemma":[0.0001245889,0.9971713,0.0002971414,0.0004432148,0.000872989,0.0006589086,0.00004574172,0.0002453863,0.000140775],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5716159,"threshold_uncertainty_score":0.9998249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09640663268823375,"score_gpt":0.4317410702183112,"score_spread":0.3353344375300774,"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."}}