{"id":"W2964419322","doi":"10.23736/s0375-9393.17.12411-9","title":"Donor lung management","year":2018,"lang":"en","type":"letter","venue":"Minerva Anestesiologica","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Lung; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002202581,0.0004309451,0.0007710023,0.0001772453,0.00009225879,0.00002916878,0.0002569161,0.0008362274,0.001196853],"category_scores_gemma":[0.0000479064,0.0002810934,0.000292545,0.0001666218,0.00013944,0.00003403268,0.00005299469,0.0007375536,0.0003542505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005565941,"about_ca_system_score_gemma":0.00002768888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001519124,"about_ca_topic_score_gemma":0.00000127536,"domain_scores_codex":[0.9979721,0.0001478066,0.0004263761,0.000644435,0.0003160587,0.0004932794],"domain_scores_gemma":[0.9986864,0.0003645099,0.0001545352,0.0006179907,0.00009081361,0.00008573822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007732426,0.00003235049,0.007109446,0.00142508,0.000194248,0.006388811,0.00004113394,3.236485e-7,0.0001186555,0.00002788903,0.9820714,0.002513362],"study_design_scores_gemma":[0.0007688256,0.000367784,0.05438097,0.0004127269,0.0007382705,0.0003698499,0.00001589754,0.00001870378,0.00004944166,0.0001119494,0.9424002,0.0003653885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01624611,0.002029303,0.001261892,0.9134274,0.001745698,0.002019641,0.00008318858,0.000627596,0.06255924],"genre_scores_gemma":[0.0005109638,0.0005803709,0.04531369,0.8573832,0.006151832,0.000118936,0.001221925,0.00006693908,0.08865216],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05604415,"threshold_uncertainty_score":0.9999641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03818625170694984,"score_gpt":0.3134245718171514,"score_spread":0.2752383201102016,"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."}}