{"id":"W2028373875","doi":"10.1097/tp.0b013e3181683df5","title":"Donor and Isolation Variables Predicting Human Islet Isolation Success","year":2008,"lang":"en","type":"article","venue":"Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Islet; Transplantation; Andrology; Digestion (alchemy); Internal medicine; Amylase; Biology; Endocrinology; Enzyme; Medicine; Diabetes mellitus; Biochemistry; Chemistry","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":[0.0009381397,0.0002615641,0.0002384082,0.0004352207,0.0001095402,0.0003727361,0.0001636387,0.0002937252,0.00291327],"category_scores_gemma":[0.003730428,0.00007345834,0.0002602306,0.0004021997,0.0002760944,0.0002299281,0.0002404511,0.0003602162,0.0004490791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008245579,"about_ca_system_score_gemma":0.0002356376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001745184,"about_ca_topic_score_gemma":0.0001651273,"domain_scores_codex":[0.9997901,0.00007171842,0.00003845083,0.00004143937,0.00003321086,0.00002492508],"domain_scores_gemma":[0.9954817,0.002680582,0.000987753,0.0001907549,0.0001968026,0.0004625039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003411537,0.00003202439,0.9933501,0.00001862834,0.00005227906,0.0001481205,0.00002119184,0.0004186581,0.0008413307,0.00002047299,0.0001026708,0.004653373],"study_design_scores_gemma":[0.00001682541,0.0004074789,0.9933448,0.00002690591,0.0001049883,0.002323081,0.00007856115,0.001675344,0.001374004,0.0001473777,0.0004908909,0.000009822901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975417,0.0008896092,0.0009195292,0.00003402267,0.000008050508,0.000008951396,0.000199023,0.00001036646,0.0003887654],"genre_scores_gemma":[0.9987972,0.0002392925,0.0005162838,0.00001506032,0.00001476813,0.000008569923,0.0003048386,0.00000561074,0.00009845131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00291327,"threshold_uncertainty_score":0.009745836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982278801872338,"score_gpt":0.2553598508022068,"score_spread":0.2355370627834834,"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."}}