{"id":"W2199804889","doi":"10.1016/j.jtcvs.2015.07.025","title":"Compliance trumps oxygenation: Predicting quality with ex vivo lung perfusion","year":2015,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Medicine; Oxygenation; Compliance (psychology); Perfusion; Lung; Pulmonary compliance; Cardiology; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003039995,0.0003635362,0.001070594,0.0005459553,0.0004232723,0.002071069,0.0008394216,0.003677808,0.001201794],"category_scores_gemma":[0.01738985,0.0001975861,0.0004052055,0.0006544748,0.0008576151,0.001500153,0.0004557623,0.004120631,0.0006758683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006371948,"about_ca_system_score_gemma":0.0004540191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008837618,"about_ca_topic_score_gemma":0.001518981,"domain_scores_codex":[0.998228,0.0006743463,0.0002456438,0.0001982874,0.0005194732,0.0001342845],"domain_scores_gemma":[0.9871352,0.009662381,0.0009593333,0.0005226665,0.001240669,0.0004798382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001755286,0.0004193334,0.7969319,0.0002500651,0.0002243653,0.007535444,0.0004623568,0.001203954,0.003174167,0.00211375,0.04533773,0.1405916],"study_design_scores_gemma":[0.0004421452,0.003726838,0.7824095,0.0008277011,0.0007833206,0.05008502,0.00269795,0.05443511,0.01771415,0.03471009,0.05183247,0.0003356663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6417893,0.01295956,0.0138293,0.3017664,0.008484789,0.0001207917,0.0007455009,0.0002891052,0.02001518],"genre_scores_gemma":[0.9610862,0.002162218,0.00361403,0.02284821,0.007575714,0.00006812319,0.0001442739,0.00003538643,0.002465951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003677808,"threshold_uncertainty_score":0.01607728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08565056578929894,"score_gpt":0.3590145106427856,"score_spread":0.2733639448534867,"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."}}