{"id":"W2990028962","doi":"10.1016/j.cjca.2019.11.030","title":"What Is the Role of Medical Therapy in Cardiogenic Shock in the Era of Mechanical Circulatory Support?","year":2019,"lang":"en","type":"editorial","venue":"Canadian Journal of Cardiology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Cardiogenic shock; Medicine; Myocardial infarction; Cardiology; Internal medicine; Revascularization; Percutaneous coronary intervention; Impella","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004775193,0.0003650648,0.001856259,0.0004334082,0.00002651964,0.00003627276,0.00221076,0.001816667,0.0002171889],"category_scores_gemma":[0.000523009,0.0002477904,0.0008393577,0.000357578,0.0002094698,0.0001625459,0.00003792324,0.003411064,0.000009283881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003153315,"about_ca_system_score_gemma":0.004342992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00098704,"about_ca_topic_score_gemma":0.003847334,"domain_scores_codex":[0.9953299,0.0008296272,0.001584426,0.0002749346,0.001372361,0.0006088049],"domain_scores_gemma":[0.9967461,0.001357772,0.0004229249,0.0008305659,0.0002652633,0.0003774382],"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":[0.000132887,0.00002004965,0.01311453,0.0004969288,0.003486115,0.001379421,0.004517283,0.01417062,0.0004855543,0.0009996819,0.9378621,0.02333483],"study_design_scores_gemma":[0.001059678,0.0002620297,0.001719693,0.0003905164,0.0001417269,0.0002609426,0.001306668,0.0002566175,0.0001567388,0.001048954,0.9930677,0.0003287116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.08000724,0.0650356,0.0001115541,0.001116892,0.8511528,0.0009789248,0.0003048392,0.00001360405,0.001278587],"genre_scores_gemma":[0.8994836,0.002794232,0.000004126057,0.0001637758,0.09745605,0.00001149183,0.00002139808,0.00006211564,0.000003201629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8194764,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009255381032153863,"score_gpt":0.2283381305895274,"score_spread":0.2190827495573735,"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."}}