{"id":"W4400491608","doi":"10.1093/ehjacc/zuae084","title":"Science pulse: management of cardiogenic shock and trial design: time for a paradigm shift! Insights from the Critical Care Clinical Trialists meeting","year":2024,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Cardiogenic shock; Paradigm shift; Shock (circulatory); Pulse (music); Aeronautics; Computer science; Medicine; Engineering; Cardiology; Internal medicine; Telecommunications; Philosophy; Epistemology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4294911,0.002586051,0.006745958,0.003777372,0.003862842,0.01946722,0.00696368,0.03159814,0.008542287],"category_scores_gemma":[0.5395005,0.002449154,0.003860196,0.003735278,0.0180567,0.02819601,0.01032949,0.05723634,0.003686161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01178995,"about_ca_system_score_gemma":0.03550039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002062134,"about_ca_topic_score_gemma":0.003048897,"domain_scores_codex":[0.6748776,0.2771469,0.01513149,0.008005782,0.02174176,0.003096453],"domain_scores_gemma":[0.2675349,0.6142491,0.01804956,0.01513849,0.05552912,0.02949874],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001486222,0.0002844357,0.0007678197,0.007628379,0.0008209536,0.0002059113,0.002068357,0.0009251455,0.0003956497,0.04517168,0.6664871,0.2737583],"study_design_scores_gemma":[0.004875434,0.002119885,0.001930111,0.03380035,0.0008205954,0.0004926961,0.002274048,0.003791307,0.0003734569,0.3009389,0.6481105,0.0004728182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002561658,0.05944956,0.004992784,0.9115323,0.02284026,0.0001665438,0.00007214485,0.0000786433,0.0006116624],"genre_scores_gemma":[0.01165828,0.07786158,0.04424617,0.7092134,0.1519995,0.002725987,0.0002512012,0.0002902355,0.00175354],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5705088,"threshold_uncertainty_score":0.703539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05639806937498059,"score_gpt":0.3132334572808545,"score_spread":0.2568353879058739,"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."}}