{"id":"W4401313166","doi":"10.1080/19382014.2024.2385510","title":"Human research islet cell culture outcomes at the Alberta Diabetes Institute IsletCore","year":2024,"lang":"en","type":"article","venue":"Islets","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta; Diabetes Canada","keywords":"Islet; Diabetes mellitus; Biology; Internal medicine; Endocrinology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.007543299,0.000478094,0.0005525303,0.001049696,0.001494802,0.002160778,0.0009864988,0.0003139865,0.01176439],"category_scores_gemma":[0.00485153,0.0001660321,0.0003958662,0.001923855,0.0005948273,0.0005081533,0.001499934,0.0009167176,0.003185062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003997184,"about_ca_system_score_gemma":0.005316372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09934343,"about_ca_topic_score_gemma":0.1870008,"domain_scores_codex":[0.9962286,0.0004068691,0.0001514301,0.0003265479,0.002518458,0.0003682449],"domain_scores_gemma":[0.9916036,0.0007085152,0.0006197114,0.0007817459,0.004830166,0.001456293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008725255,0.002257352,0.4560328,0.0007858395,0.0002904566,0.001652449,0.002965935,0.001682057,0.04919032,0.002817684,0.08900029,0.3845997],"study_design_scores_gemma":[0.0005222825,0.004163991,0.7845256,0.000441668,0.000423092,0.001904062,0.002245599,0.001015413,0.03441115,0.0009719394,0.169222,0.0001531813],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8082049,0.007258964,0.008937889,0.001694815,0.000431405,0.001991962,0.02256135,0.0008489867,0.1480698],"genre_scores_gemma":[0.8429179,0.007359993,0.01854791,0.002096512,0.0002952722,0.001508109,0.06738143,0.0004538901,0.05943903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09934343,"threshold_uncertainty_score":0.1975303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05020902915234599,"score_gpt":0.357295369132226,"score_spread":0.3070863399798801,"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."}}