{"id":"W4225413902","doi":"10.1001/jamasurg.2022.1423","title":"Normothermic Machine Perfusion Increases Donor Liver Use","year":2022,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; General surgery; Psychiatry","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":[0.0009589156,0.0001168388,0.0002143802,0.0004113831,0.0004274104,0.001042349,0.0002230279,0.0006444845,0.03126849],"category_scores_gemma":[0.01263003,0.00009936721,0.0004402828,0.0006804795,0.0002469711,0.000846669,0.0004606853,0.0009521727,0.003308076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005619668,"about_ca_system_score_gemma":0.0004841397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007201933,"about_ca_topic_score_gemma":0.001156206,"domain_scores_codex":[0.9987786,0.0005317467,0.0001157883,0.0001024766,0.0003047219,0.0001667164],"domain_scores_gemma":[0.9924665,0.004502586,0.001635702,0.000324262,0.0004726901,0.0005983523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005346162,0.002173348,0.4145342,0.0005638162,0.0001752275,0.003018321,0.0005389475,0.0003204589,0.002765209,0.001458235,0.1420803,0.4270258],"study_design_scores_gemma":[0.0005351759,0.004873658,0.8635574,0.001356669,0.0004075938,0.01607403,0.002092449,0.001923563,0.007247383,0.007741782,0.09410776,0.00008256049],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7879707,0.009718342,0.002811442,0.06371466,0.003915937,0.0001271729,0.001528311,0.000713605,0.1294998],"genre_scores_gemma":[0.9782162,0.002445134,0.001549937,0.009093856,0.001117766,0.00007788196,0.0003534144,0.0001058961,0.007039872],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03126849,"threshold_uncertainty_score":0.1046036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02695942940586782,"score_gpt":0.2445989680588643,"score_spread":0.2176395386529965,"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."}}