{"id":"W3039871968","doi":"10.1007/s40140-020-00399-1","title":"Blood Conservation in Pediatric Surgical Patients","year":2020,"lang":"en","type":"article","venue":"Current anesthesiology reports","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Anesthesiology; Pain medicine; Blood conservation; Surgical oncology; Surgical procedures; Intensive care medicine; General surgery; Blood loss; Surgery; Anesthesia","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":[0.0001416209,0.000116956,0.0002808472,0.00008908299,0.00002360975,0.000004002518,0.0000356985,0.00008265259,0.0001051244],"category_scores_gemma":[0.00009575197,0.00009890442,0.00006867851,0.0002422925,0.00003222132,0.00003384554,0.00002540156,0.0001860315,0.00002712006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000819443,"about_ca_system_score_gemma":0.00005235949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005169805,"about_ca_topic_score_gemma":0.000002210222,"domain_scores_codex":[0.9988475,0.00005340988,0.0004332422,0.000332863,0.0001512787,0.0001816392],"domain_scores_gemma":[0.9995075,0.0000296785,0.0001121638,0.0001507096,0.00005666322,0.0001433249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008159609,0.0005263295,0.9914805,0.000116578,0.000008084543,0.002355171,0.0000896677,8.815886e-7,0.000008610818,0.00006348787,0.001796325,0.003472795],"study_design_scores_gemma":[0.001858191,0.0003432362,0.9415013,0.00001866493,0.0001441918,0.0002115091,0.000006890927,0.0000180734,0.00004243592,0.00003992533,0.05571596,0.00009967915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953603,0.0006114317,0.000003422845,0.002616376,0.0002362565,0.0004958195,3.066579e-7,0.00006866069,0.0006074346],"genre_scores_gemma":[0.998078,0.0005009583,0.00003530273,0.00107556,0.0001573179,0.00002772677,0.00008325939,0.00001046214,0.00003138745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05391963,"threshold_uncertainty_score":0.4033205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0273488466285802,"score_gpt":0.2650376258589355,"score_spread":0.2376887792303553,"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."}}