{"id":"W3134106873","doi":"10.1161/circheartfailure.120.007937","title":"Obesity and Outcomes Following Cardiogenic Shock Requiring Acute Mechanical Circulatory Support","year":2021,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Cardiogenic shock; Body mass index; Odds ratio; Obesity; Internal medicine; Myocardial infarction; Logistic regression; Cardiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004150027,0.0003650634,0.0006813128,0.0001250061,0.0002179569,0.0001277385,0.0001499698,0.0003446177,0.0003881644],"category_scores_gemma":[0.00009100014,0.0004191673,0.0004716545,0.0003733842,0.00002861142,0.0005267602,0.0001136661,0.0003830481,0.0001763824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158578,"about_ca_system_score_gemma":0.0000925289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004611758,"about_ca_topic_score_gemma":0.00002089306,"domain_scores_codex":[0.9975651,0.0001059986,0.0005918047,0.0006435024,0.0005519203,0.0005417098],"domain_scores_gemma":[0.9986815,0.0001095608,0.00005172954,0.0006930949,0.00009620184,0.0003678685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002434554,0.00005611355,0.8613353,0.0002628626,0.001250368,0.0003447135,0.0002573379,0.003759053,0.1283123,0.002282297,0.001402526,0.0007346516],"study_design_scores_gemma":[0.001958682,0.00003694844,0.9204579,0.0001508702,0.001071269,0.0008612385,0.0004358627,0.02271857,0.01844494,0.002623773,0.02917518,0.002064755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991957,0.0006459433,0.004782701,0.00032608,0.0008927725,0.000288219,0.00001854089,0.0007174225,0.0003713234],"genre_scores_gemma":[0.9974718,0.000004855855,0.001847988,0.0003126717,0.0001131799,0.00002807919,0.00007740379,0.0000877406,0.00005624638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1098674,"threshold_uncertainty_score":0.999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318451198777623,"score_gpt":0.2386889629897235,"score_spread":0.2255044510019473,"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."}}