{"id":"W4313478307","doi":"10.1016/j.soard.2022.12.037","title":"Comment on: Bariatric surgery improves outcomes of hospitalizations for acute heart failure: a contemporary, nationwide analysis","year":2023,"lang":"en","type":"editorial","venue":"Surgery for Obesity and Related Diseases","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Universitaire de Cardiologie et de Pneumologie de Québec; Université Laval","funders":"","keywords":"Medicine; Heart failure; Obesity; Dyslipidemia; Ejection fraction; Diabetes mellitus; Internal medicine; Sleep apnea; Cardiology; Type 2 diabetes; Intensive care medicine; Endocrinology","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":[0.01784996,0.003576881,0.006020011,0.0031332,0.004166058,0.006511082,0.00588764,0.0368102,0.01230826],"category_scores_gemma":[0.07491376,0.001942383,0.004230016,0.003187767,0.003059058,0.004538165,0.001714673,0.03958641,0.01111136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004385365,"about_ca_system_score_gemma":0.00733149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0106222,"about_ca_topic_score_gemma":0.01752962,"domain_scores_codex":[0.9908303,0.001784347,0.001709523,0.001420713,0.003533894,0.0007211863],"domain_scores_gemma":[0.9474618,0.02817745,0.003830324,0.001976386,0.01449269,0.004061306],"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":[0.00008630001,0.00001674003,0.0001987822,0.0001656293,0.00006813747,0.0000768942,0.00001703676,0.00001796597,0.00002682294,0.0001498958,0.9979646,0.00121113],"study_design_scores_gemma":[0.001279562,0.0001897892,0.007176206,0.002228401,0.001388448,0.000528973,0.0003328111,0.0009983192,0.0004310909,0.003323704,0.9819345,0.000188246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001886183,0.00248329,0.000123589,0.2539867,0.7409613,0.00005072199,0.000614863,0.00008292287,0.001508037],"genre_scores_gemma":[0.001207806,0.001819071,0.0002041448,0.3351306,0.6560475,0.0001107327,0.0001858181,0.00007433324,0.005219979],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0368102,"threshold_uncertainty_score":0.09440076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143411225109847,"score_gpt":0.2642832038487098,"score_spread":0.2528490915976114,"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."}}