{"id":"W2317184785","doi":"10.3727/096368910x515872","title":"Pancreatic Islet Culture and Preservation Strategies: Advances, Challenges, and Future Outlook","year":2010,"lang":"en","type":"review","venue":"Cell Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Islet; Transplantation; In vitro; Pancreatic islets; Scaffold; Cell biology; Computer science; Biology; Medicine; Biotechnology; Internal medicine; Biomedical engineering; Insulin; Biochemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001249959,0.0003665444,0.0009406651,0.0001155729,0.00007225093,0.00004629457,0.00004922035,0.0005382328,0.00005426156],"category_scores_gemma":[0.0000100396,0.0002696413,0.00008930748,0.00008645326,0.00006335496,0.0003406284,0.000005435337,0.0004745483,0.00001535684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001967536,"about_ca_system_score_gemma":0.0001210163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004240437,"about_ca_topic_score_gemma":0.000008313352,"domain_scores_codex":[0.9987732,0.00007819033,0.0003620029,0.0004158083,0.0001862016,0.0001845854],"domain_scores_gemma":[0.9992741,0.0001191157,0.0001886489,0.0002147667,0.00006190202,0.0001414263],"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":[0.00004703325,0.00004836895,0.00001987656,0.1141179,0.00006862397,0.00001473912,0.001307906,7.363421e-8,0.00007077491,0.0006794619,0.00008748648,0.8835378],"study_design_scores_gemma":[0.0008909645,0.0001579435,0.0002119663,0.004676574,0.002619469,0.0001401344,0.0004507102,0.000004820674,0.0000170792,0.0001314709,0.9904429,0.0002559292],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002131424,0.9801763,0.00005091799,0.00006134019,0.0002411134,0.0008607317,0.00007366334,0.00007221178,0.01825058],"genre_scores_gemma":[0.00002234035,0.9951226,0.0007142236,0.00004962045,0.0006507136,0.0001078867,0.001956701,0.00003870783,0.001337245],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9903554,"threshold_uncertainty_score":0.9999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845497255682551,"score_gpt":0.2876929191926602,"score_spread":0.2592379466358347,"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."}}