{"id":"W3193909376","doi":"10.1097/sla.0000000000005166","title":"Burn Resuscitation Practices in North America","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Burn Injury Management and Outcomes","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Sunnybrook Health Science Centre","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Resuscitation; Total body surface area; Albumin; Burn center; Prospective cohort study; Anesthesia; Surgery; Observational study; Emergency medicine; Poison control; 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":[0.0002898035,0.00005585685,0.0002358465,0.0001745304,0.00001325389,0.000008985795,0.00002583446,0.00002334963,0.0001473779],"category_scores_gemma":[0.001366557,0.00005154948,0.0000898119,0.0005390361,0.0000269681,0.0001712197,0.00002162131,0.00007156391,0.00002505069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003940831,"about_ca_system_score_gemma":0.00006586407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007123378,"about_ca_topic_score_gemma":0.00007319712,"domain_scores_codex":[0.999262,0.00004810539,0.0002590039,0.0001223718,0.0001777231,0.0001307831],"domain_scores_gemma":[0.9989377,0.0004523394,0.0002548727,0.0001635175,0.0001559243,0.00003565333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001400164,0.0001478614,0.9449462,0.0001688821,0.00005820456,0.0002364437,0.0001932202,0.000004330046,0.0002319537,0.00006880174,0.02940852,0.02439556],"study_design_scores_gemma":[0.0001195782,0.00001981756,0.937773,0.00007791346,0.00001677759,0.000002317822,0.0004804935,0.00001538575,0.001694387,0.00009340031,0.05964813,0.0000588314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761685,0.0007611892,0.000007877672,0.01624787,0.0001439302,0.00005305163,0.000002614576,0.00001448253,0.006600485],"genre_scores_gemma":[0.9938924,0.001963539,0.0001549721,0.002697178,0.00006417892,0.000003780877,0.00005964927,0.000006676846,0.001157672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03023962,"threshold_uncertainty_score":0.2102127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2756914685038589,"score_gpt":0.4019054283419601,"score_spread":0.1262139598381012,"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."}}