{"id":"W2615084180","doi":"10.1053/j.jvca.2017.05.025","title":"Intraoperative Anesthetic Management of Lung Transplantation: Center-Specific Practices and Geographic and Centers Size Differences","year":2017,"lang":"en","type":"article","venue":"Journal of Cardiothoracic and Vascular Anesthesia","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Anesthesia; Perioperative; Lung transplantation; Transplantation; Surgery","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":[0.0006774465,0.0001639194,0.0005785398,0.0001015287,0.0001894084,0.0001144351,0.00008794936,0.00006520275,0.000006374288],"category_scores_gemma":[0.00001486319,0.0001159551,0.0001769171,0.00004300507,0.0002219127,0.0003158482,0.000008957332,0.0001561833,1.007441e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007431366,"about_ca_system_score_gemma":0.00001683064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001192349,"about_ca_topic_score_gemma":0.00000119733,"domain_scores_codex":[0.9988425,0.00017057,0.000363078,0.000177284,0.0003171181,0.0001294137],"domain_scores_gemma":[0.9988855,0.000125411,0.0005544457,0.0001869995,0.0001117299,0.0001359308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005944421,0.00006862367,0.9753701,0.001406898,0.0008875814,0.001274297,0.00150751,0.000001049661,0.0002701088,0.0003654336,0.000004548827,0.01824938],"study_design_scores_gemma":[0.002101047,0.0002714737,0.9862317,0.0008023072,0.001305339,0.007468744,0.0008097187,0.00001673161,0.000233779,0.00004054081,0.0006035897,0.000114986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878963,0.009280384,0.001469598,0.0009623512,0.00005011822,0.0002057699,0.000002346912,0.000005002956,0.0001280871],"genre_scores_gemma":[0.9146034,0.07850751,0.006754078,0.00004727421,0.00005606598,0.000002206198,0.000001357604,0.00001056216,0.00001753444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07329293,"threshold_uncertainty_score":0.472851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02347352446363595,"score_gpt":0.3246769811146208,"score_spread":0.3012034566509849,"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."}}