{"id":"W1604020044","doi":"10.1002/lt.23746","title":"Early Allograft Dysfunction: Causes, Recognition, and Management","year":2013,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"","keywords":"Medicine; Liver transplantation; Intensive care medicine; Transplantation; 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":[],"consensus_categories":[],"category_scores_codex":[0.0000431641,0.0001126179,0.0001111665,0.0001140842,0.00006501524,0.00003475505,0.00002539176,0.00006476774,0.0006204315],"category_scores_gemma":[8.585516e-7,0.0001018109,0.0000378659,0.00009642293,0.00003481646,0.0002369844,0.000002640841,0.00007740811,0.0002844522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000145682,"about_ca_system_score_gemma":0.000005854235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002782968,"about_ca_topic_score_gemma":0.00002062008,"domain_scores_codex":[0.9993382,0.00001883574,0.0001731651,0.0001914758,0.00014772,0.000130623],"domain_scores_gemma":[0.9997082,0.00002225477,0.00003272447,0.00009066721,0.00006114579,0.00008500145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002349309,0.001078818,0.6493989,0.03752844,0.001523601,0.003667143,0.0196409,0.000004082902,0.02323355,0.005714769,0.008536661,0.2473238],"study_design_scores_gemma":[0.001521347,0.0001735952,0.9901454,0.0001480926,0.0004907597,0.0003204611,0.00008515799,0.00001213099,0.005884556,0.000490009,0.0005817224,0.0001467705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848748,0.000158927,0.009460359,0.000571483,0.00009208509,0.0008679192,0.0000348279,0.0002677948,0.003671762],"genre_scores_gemma":[0.9540125,0.03257793,0.0104056,0.001062223,0.00006569536,0.0001188093,0.0004890642,0.00002342789,0.001244703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3407465,"threshold_uncertainty_score":0.679329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01714923996118595,"score_gpt":0.2275499338193498,"score_spread":0.2104006938581638,"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."}}