{"id":"W2401077652","doi":"10.1097/bcr.0000000000000270","title":"A Survey of Mechanical Ventilator Practices Across Burn Centers in North America","year":2015,"lang":"en","type":"article","venue":"Journal of Burn Care & Research","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Mechanical ventilation; ARDS; Population; Emergency medicine; Intensive care medicine; Respiratory distress; Airway management; Intubation; Anesthesia; Internal medicine; Lung","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":[0.001170961,0.0001615515,0.0002194942,0.001231944,0.0004844076,0.0004304379,0.0003439596,0.0004128705,0.001432187],"category_scores_gemma":[0.003196013,0.0002944402,0.0001733305,0.00204841,0.0006443906,0.0007905791,0.0005364591,0.0003106679,0.0002045617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009806056,"about_ca_system_score_gemma":0.0008570265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02033949,"about_ca_topic_score_gemma":0.02569984,"domain_scores_codex":[0.9986883,0.000460805,0.0002059617,0.0001762326,0.0003134154,0.0001552571],"domain_scores_gemma":[0.9951603,0.001389312,0.002192959,0.0001659307,0.0005051518,0.000586462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002653321,0.00006662337,0.9937994,0.00003225661,0.0000126963,0.00007354756,0.001685446,0.0000423083,0.0002907509,0.00001479687,0.0001774239,0.003778215],"study_design_scores_gemma":[0.00000224567,0.00009389716,0.9968401,0.00001313454,0.000003590645,0.0001345559,0.002562224,0.0001093606,0.00004155859,0.000006182638,0.0001898668,0.00000320091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994351,0.000102472,0.00004084162,0.00007930995,0.00000118733,0.00001034465,0.0001055019,0.00000292854,0.0002223454],"genre_scores_gemma":[0.9993646,0.0001618841,0.0001173852,0.0001072175,0.000004293613,0.00001720647,0.0001174533,0.000001335782,0.000108719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02033949,"threshold_uncertainty_score":0.04044223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2122009741609343,"score_gpt":0.4739575824344611,"score_spread":0.2617566082735269,"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."}}