{"id":"W157309146","doi":"10.1016/j.humimm.2014.08.090","title":"P028","year":2014,"lang":"ca","type":"article","venue":"Human Immunology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Cutoff; Human leukocyte antigen; Antibody; Medicine; Antigen; Immunology; Receiver operating characteristic; Predictive value; Internal medicine; Physics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001226888,0.0002438167,0.0004756132,0.0001495092,0.0002124735,0.00002210816,0.0001480727,0.0002242739,0.003134243],"category_scores_gemma":[0.00002471007,0.0002096927,0.0001660191,0.00009250976,0.0002044313,0.0000488504,0.00003052997,0.0002782875,0.004055731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006965987,"about_ca_system_score_gemma":0.000034731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001395968,"about_ca_topic_score_gemma":0.00002150272,"domain_scores_codex":[0.9985797,0.0001527488,0.0003797894,0.0003194251,0.000141116,0.000427217],"domain_scores_gemma":[0.9991454,0.0001122012,0.0001232626,0.0004721912,0.00005791503,0.00008896363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00167201,0.003126849,0.2585655,0.001974604,0.009922559,0.001216649,0.006000519,0.00001392717,0.1061013,0.5162947,0.003366691,0.09174465],"study_design_scores_gemma":[0.01503053,0.00365352,0.8275542,0.0008738045,0.001137469,0.0003894305,0.0002091676,0.00004337791,0.005056218,0.00329892,0.1422364,0.0005169803],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7998158,0.005509358,0.0006011075,0.001564263,0.00248979,0.0005702978,0.00003142371,0.0001765561,0.1892414],"genre_scores_gemma":[0.9717852,0.0005772752,0.0001362157,0.0007271792,0.0002770329,0.0000149062,0.0001671967,0.00003473755,0.02628024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5689886,"threshold_uncertainty_score":0.997777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190165754580325,"score_gpt":0.3056432801038995,"score_spread":0.2837416225580963,"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."}}