{"id":"W4404000203","doi":"10.1093/ehjacc/zuae116","title":"A warm November rain: illuminating new approaches in cardiogenic shock management","year":2024,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Cardiogenic shock; Medicine; Internal medicine; Cardiology; Myocardial infarction","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":[],"consensus_categories":[],"category_scores_codex":[0.005366818,0.001295584,0.001546121,0.002413378,0.001891325,0.008022919,0.001863182,0.00662826,0.01990609],"category_scores_gemma":[0.01929979,0.0006326064,0.001487661,0.0009381585,0.003566569,0.009435469,0.003387511,0.01799524,0.007055318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00150418,"about_ca_system_score_gemma":0.002559688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008220118,"about_ca_topic_score_gemma":0.002281386,"domain_scores_codex":[0.9972787,0.0009797268,0.0002669299,0.0003133762,0.0008099953,0.0003512922],"domain_scores_gemma":[0.9825981,0.01022159,0.0008442454,0.0004910278,0.002837533,0.003007623],"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":[0.00009854202,0.00005829925,0.0001940456,0.0009448078,0.00002430573,0.0001633026,0.0001608689,0.00007728089,0.0001937858,0.004659159,0.8917418,0.1016839],"study_design_scores_gemma":[0.00003792536,0.000116517,0.0005527372,0.001463938,0.00002711148,0.0003810844,0.0003404069,0.00009363542,0.00007298261,0.006427865,0.9904531,0.00003268457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.000508874,0.2176099,0.001571063,0.3545558,0.4169354,0.00003835988,0.0001760653,0.0002791624,0.008325268],"genre_scores_gemma":[0.004398967,0.1803172,0.001820256,0.1173034,0.6850529,0.00006454929,0.0001421463,0.0002075472,0.01069305],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01990609,"threshold_uncertainty_score":0.06659257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0389598594917323,"score_gpt":0.2727374936699816,"score_spread":0.2337776341782493,"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."}}