{"id":"W4303022308","doi":"10.1016/j.amjcard.2022.08.032","title":"Impella Versus Intra-Aortic Balloon Pump for High-Risk PCI: A Propensity-Adjusted Large-Scale Claims Dataset Analysis","year":2022,"lang":"en","type":"article","venue":"The American Journal of Cardiology","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Impella; Cardiology; Internal medicine; Conventional PCI; Intra-aortic balloon pump; Balloon; Scale (ratio); Intra-Aortic Balloon Pumping; Heart failure; Ventricular assist device; Myocardial infarction; Cardiogenic shock","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005700212,0.0005808854,0.001219924,0.001967666,0.0006054423,0.001740288,0.001775395,0.001261071,0.004891149],"category_scores_gemma":[0.01782579,0.0006866091,0.00308207,0.004184667,0.0004623051,0.00113258,0.001626534,0.002236324,0.000751403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009125898,"about_ca_system_score_gemma":0.0009810247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009021498,"about_ca_topic_score_gemma":0.009094177,"domain_scores_codex":[0.9938483,0.002311437,0.0009581211,0.001477321,0.0008348636,0.0005699971],"domain_scores_gemma":[0.981654,0.005363166,0.008786634,0.002377622,0.001134375,0.000684116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005334575,0.000458632,0.9726878,0.0003777907,0.006674727,0.0002723798,0.0001565311,0.001882906,0.0002565593,0.0004397863,0.007577196,0.003880943],"study_design_scores_gemma":[0.001636573,0.0007371118,0.9716187,0.0001553971,0.003498552,0.0007578597,0.0004341257,0.01679847,0.0001722873,0.0006548925,0.003428304,0.0001077421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608145,0.001039,0.001394341,0.0005360356,0.00006167582,0.0002668669,0.03483982,0.0000494087,0.0009982754],"genre_scores_gemma":[0.9685245,0.0003027806,0.001013721,0.0002511562,0.00008419919,0.0003156622,0.0291418,0.00002737265,0.0003387723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009021498,"threshold_uncertainty_score":0.030146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02466952450137655,"score_gpt":0.2956748108765327,"score_spread":0.2710052863751562,"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."}}