{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001093389,0.00009353324,0.0001408104,0.00009955528,0.0002191068,0.00001382004,0.00001748929,0.00007182879,0.0001167115],"category_scores_gemma":[0.00002047078,0.00008798936,0.00002485946,0.0001128107,0.00003924071,0.0002400982,0.000002054046,0.00007660695,0.00001073056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002077007,"about_ca_system_score_gemma":0.00002348722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001200279,"about_ca_topic_score_gemma":0.000007945164,"domain_scores_codex":[0.9993383,0.00003030797,0.0002066111,0.0001657924,0.0001421872,0.0001168159],"domain_scores_gemma":[0.9996629,0.00007766134,0.00006223431,0.00007911024,0.0000546638,0.00006338993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000278717,0.00006218281,0.8164986,0.0002875743,0.00004203499,0.00001400938,0.00218295,0.00006814609,0.1793085,0.0006440216,0.0001535589,0.000459654],"study_design_scores_gemma":[0.003653012,0.0002710836,0.9631634,0.0001729089,0.0002844364,0.0002405241,0.0001021022,0.01432296,0.01724555,0.0002305645,0.0001520369,0.0001614571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751017,0.00007669062,0.01759195,0.0001424531,0.00007879462,0.0002154811,0.00001172839,0.0001181922,0.00666298],"genre_scores_gemma":[0.9971526,0.0002091258,0.001593626,0.0001596052,0.0001402812,0.00001378781,0.000369824,0.00001150397,0.0003496681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.162063,"threshold_uncertainty_score":0.3588102,"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."}}