{"id":"W2106925455","doi":"10.1097/00007890-200106270-00002","title":"NOVEL APPROACHES TOWARD EARLY DIAGNOSIS OF ISLET ALLOGRAFT REJECTION1","year":2001,"lang":"en","type":"article","venue":"Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Alberta Hospital","funders":"","keywords":"Islet; Allotransplantation; Transplantation; Medicine; In vivo; Immunology; Insulin; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.00008554674,0.00008183916,0.0001670138,0.0001033003,0.00002618764,0.000005858006,0.00002670318,0.00006054417,0.0001649591],"category_scores_gemma":[0.00002043079,0.00007220621,0.00006860351,0.0001922053,0.00003782743,0.00008183585,0.000001428836,0.00006147739,0.00002148555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001436687,"about_ca_system_score_gemma":0.00002004736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001967416,"about_ca_topic_score_gemma":0.000007163546,"domain_scores_codex":[0.9993923,0.00001496519,0.0001887124,0.0001334402,0.0001610614,0.0001095181],"domain_scores_gemma":[0.99968,0.00007643195,0.00004982112,0.00009689811,0.00004254233,0.00005432583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00130661,0.000734932,0.8886796,0.0006511746,0.0002256748,0.00002212987,0.00378265,0.00009686057,0.09355531,0.001031868,0.0004261903,0.009487047],"study_design_scores_gemma":[0.004015183,0.0005022764,0.8954193,0.0001802092,0.0005230336,0.0001294188,0.0002731416,0.0003802167,0.09700448,0.00009723201,0.001320802,0.0001546758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975701,0.00008695207,0.01345294,0.0004913632,0.00009408678,0.0001956461,0.00001945024,0.00006446502,0.009894115],"genre_scores_gemma":[0.9964446,0.0005051664,0.002299583,0.0001526063,0.0000711011,0.00004794191,0.0001153115,0.00001005305,0.0003536583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0207436,"threshold_uncertainty_score":0.2944484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06808095846682238,"score_gpt":0.2600301167719062,"score_spread":0.1919491583050839,"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."}}