{"id":"W4403451382","doi":"10.7759/cureus.71633","title":"Obesity: An Independent Predictor of Acute Renal Failure After General Surgery","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Renal function and acid-base balance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Obesity; Obesity Surgery; Internal medicine; Intensive care medicine; Cardiology; Weight loss; Gastric bypass","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":[0.0007377625,0.0002219061,0.0002168252,0.0006009243,0.0003643172,0.000566438,0.0003619569,0.0003752785,0.001754665],"category_scores_gemma":[0.002681301,0.0001656596,0.0004455248,0.0009771591,0.000302183,0.0003440821,0.0005459186,0.000910724,0.0001269273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002068281,"about_ca_system_score_gemma":0.0006708826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0027896,"about_ca_topic_score_gemma":0.003458702,"domain_scores_codex":[0.9995158,0.0001124926,0.00006819954,0.00008027658,0.0001168864,0.000106436],"domain_scores_gemma":[0.9970721,0.0004521417,0.001700303,0.00009517476,0.0001555809,0.0005247397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002984742,0.0000119103,0.9993663,0.000006538436,0.00001603585,0.00002652146,0.000005883944,0.00001739728,0.00003688776,0.000007193356,0.00004170438,0.0004337477],"study_design_scores_gemma":[0.000002852684,0.00002874969,0.9994984,0.000007961672,0.00001543862,0.0001697475,0.00003544662,0.0001435313,0.00001267608,0.00002543879,0.00005808361,0.000001835848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981882,0.0008008334,0.0001041792,0.0002072414,0.00002086095,0.000008544596,0.0002417511,0.000004246041,0.0004242091],"genre_scores_gemma":[0.9993984,0.0002432904,0.00008740472,0.00003886892,0.00002761953,0.00000465709,0.0001571493,0.000001390654,0.00004122022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0027896,"threshold_uncertainty_score":0.005869985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225115508080258,"score_gpt":0.2612567678150657,"score_spread":0.2490056127342632,"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."}}