{"id":"W2413433275","doi":"10.1016/j.humimm.2013.08.116","title":"41-P","year":2013,"lang":"en","type":"article","venue":"Human Immunology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Antibody; Medicine; Donor specific antibodies; Dialysis; Transplantation; Human leukocyte antigen; De novo synthesis; Kidney transplantation; Internal medicine; Immunology; Antigen; Biology","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":[0.00001090085,0.00005568484,0.0001142458,0.00004647904,0.00004744283,0.000006140985,0.00003060287,0.00004140757,0.003336607],"category_scores_gemma":[0.000002473419,0.00004143341,0.00004200229,0.00003024347,0.00004161892,0.00003308037,0.000006426096,0.00006077377,0.002391279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001476017,"about_ca_system_score_gemma":0.000007229499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001207613,"about_ca_topic_score_gemma":0.000002490458,"domain_scores_codex":[0.9996574,0.00001076517,0.00009658028,0.00008180021,0.00003951942,0.0001139354],"domain_scores_gemma":[0.9997843,0.00001183237,0.00001945629,0.0001313495,0.00002651087,0.00002655937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001693701,0.0009211458,0.4891531,0.0002080797,0.001891795,0.0003743419,0.00112803,0.000001211881,0.4213698,0.05219281,0.003168166,0.02942217],"study_design_scores_gemma":[0.001750998,0.0002639682,0.9906207,0.00003161792,0.0000394536,0.000145468,0.00003173092,0.000001825154,0.003094788,0.0009238093,0.003045041,0.00005056292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690474,0.0002239171,0.00003179288,0.0004646319,0.00007754598,0.0001674919,8.22688e-7,0.00005231402,0.02993409],"genre_scores_gemma":[0.9885464,0.00004126223,0.0003064594,0.0003475463,0.00002160342,0.00002693006,0.00003457266,0.000007381193,0.01066784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5014676,"threshold_uncertainty_score":0.9983855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565395076086441,"score_gpt":0.299835346010524,"score_spread":0.2741813952496596,"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."}}