{"id":"W1970850502","doi":"10.1016/j.transproceed.2004.12.087","title":"The Standardization of Pancreatic Donors for Islet Isolation","year":2005,"lang":"en","type":"article","venue":"Transplantation Proceedings","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pancreas; Islet; Medicine; Diabetes mellitus; Transplantation; Isolation (microbiology); Standardization; Internal medicine; Surgery; Intensive care medicine; Bioinformatics; Endocrinology; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1240168,0.0006835001,0.001219192,0.003156947,0.002562189,0.006930658,0.002769676,0.001882793,0.001821226],"category_scores_gemma":[0.07020278,0.0005571528,0.001083264,0.002667564,0.004185198,0.002077733,0.003307601,0.005620575,0.001745591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00227416,"about_ca_system_score_gemma":0.007526618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00211696,"about_ca_topic_score_gemma":0.003192292,"domain_scores_codex":[0.914044,0.04932509,0.01569447,0.003058407,0.01594551,0.001932534],"domain_scores_gemma":[0.9227765,0.01977685,0.005852016,0.024085,0.02529981,0.002209857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0019521,0.0008073823,0.05065385,0.002260678,0.000240457,0.0007704961,0.006291435,0.002058424,0.04667487,0.05770266,0.05238049,0.7782071],"study_design_scores_gemma":[0.0004478836,0.003572394,0.1487046,0.007184717,0.001057621,0.009559344,0.01104932,0.003783708,0.1379408,0.04011847,0.6362461,0.0003349899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2653798,0.09497433,0.4203271,0.07111219,0.0231201,0.004113476,0.001633301,0.002285647,0.117054],"genre_scores_gemma":[0.6256982,0.0300343,0.3113355,0.01378456,0.003985219,0.002725094,0.002691376,0.001023869,0.008721819],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1240168,"threshold_uncertainty_score":0.6558714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104824581743639,"score_gpt":0.2575242039882988,"score_spread":0.2464759581708624,"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."}}