{"id":"W4387779553","doi":"10.1007/s12055-023-01601-9","title":"Indication for ECMO predicts time to first actionable bleeding complication","year":2023,"lang":"en","type":"article","venue":"Indian Journal of Thoracic and Cardiovascular Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Complication; Extracorporeal membrane oxygenation; Univariate analysis; Hematocrit; Surgery; Multivariate analysis; Anesthesia; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001956582,0.000114011,0.0003883101,0.0004353297,0.0001097941,0.00005258127,0.0001095064,0.00009101457,0.00003757474],"category_scores_gemma":[0.0001552633,0.0001156252,0.0004256666,0.0004461894,0.00001313224,0.0002641923,0.00001773669,0.0001172041,0.0001015783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004988083,"about_ca_system_score_gemma":0.00003713154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.511869e-7,"about_ca_topic_score_gemma":2.528161e-7,"domain_scores_codex":[0.9988849,0.00003752704,0.0003844129,0.000138937,0.0003353854,0.0002188125],"domain_scores_gemma":[0.9991493,0.0002287582,0.0000923469,0.000197949,0.0001162376,0.0002153629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001385341,0.00005394666,0.01942682,0.002815385,0.006502263,0.0003306624,0.001424512,0.1383323,0.002935433,0.0000534735,0.064229,0.7637577],"study_design_scores_gemma":[0.001224588,0.0003000482,0.1984415,0.002702797,0.002514821,0.003354255,0.001922025,0.04595678,0.02474212,0.002507259,0.7139211,0.002412679],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968921,0.002890604,0.02640062,0.0002817047,0.0006764592,0.0003880436,0.0000268441,0.0001904442,0.0002243025],"genre_scores_gemma":[0.9990746,0.0001342331,0.0002921647,0.00003190201,0.0003465819,0.00003013003,0.00002097726,0.00003342251,0.00003599566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.761345,"threshold_uncertainty_score":0.4715061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036883872966678,"score_gpt":0.2422192781699555,"score_spread":0.2218504394402887,"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."}}