{"id":"W4283261755","doi":"10.1136/openhrt-2022-002027","title":"IGFBP7 as a preoperative predictor of congestive acute kidney injury after cardiac surgery","year":2022,"lang":"en","type":"article","venue":"Open Heart","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa; Department of Anesthesiology and Pain Medicine, Faculty of Medicine, University of Ottawa","keywords":"Acute kidney injury; Medicine; Cardiac surgery; Cardiology; Internal medicine; Heart failure; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001385724,0.0004076679,0.0003724319,0.0005774895,0.0002743691,0.0007914067,0.0003303502,0.0004903303,0.001651594],"category_scores_gemma":[0.006057088,0.0001817654,0.0006807996,0.0005003256,0.0002889178,0.0002668809,0.0003860413,0.0008552509,0.0002343938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002880808,"about_ca_system_score_gemma":0.0005884753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002398798,"about_ca_topic_score_gemma":0.002503024,"domain_scores_codex":[0.9993611,0.0002202809,0.00006496841,0.00007936174,0.0001767708,0.00009753639],"domain_scores_gemma":[0.9961362,0.001519895,0.001176259,0.0001431521,0.0004825498,0.0005419055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003452596,0.00002727691,0.9973437,0.00001753509,0.00009331419,0.00005429831,0.00002092636,0.0001049232,0.0002855452,0.00001671413,0.0000882756,0.001602289],"study_design_scores_gemma":[0.00001777731,0.0002892762,0.9958468,0.00002141342,0.0001632937,0.0003245445,0.00008453237,0.002791773,0.0002205353,0.00005248743,0.0001804207,0.000007132225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979029,0.001093114,0.0003280965,0.0001080128,0.00003412693,0.000006544003,0.0001963399,0.00001093763,0.000319875],"genre_scores_gemma":[0.9993795,0.0001254244,0.0002022176,0.00001681955,0.00002001293,0.000003225411,0.0001812388,0.000001987964,0.00006947757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002398798,"threshold_uncertainty_score":0.007328451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02746341771111487,"score_gpt":0.3521658275128275,"score_spread":0.3247024098017126,"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."}}