{"id":"W4411226911","doi":"10.1097/01.tp.0001123184.85912.8c","title":"10-7: CLOSED CULTURE SYSTEMS FOR STEM CELL-DERIVED ISLET BIOMANUFACTURING","year":2025,"lang":"en","type":"article","venue":"Transplantation","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Biomanufacturing; Islet; Stem cell; Cell biology; Biology; Biotechnology; Insulin","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":[0.0008108029,0.0006289177,0.0003256981,0.0004223899,0.0003498097,0.0007654626,0.0007945134,0.001025353,0.00416698],"category_scores_gemma":[0.0005935995,0.0002933566,0.0003406254,0.00021414,0.0004592543,0.0006981109,0.000482518,0.0007768595,0.001888056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006503478,"about_ca_system_score_gemma":0.0003572013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006396787,"about_ca_topic_score_gemma":0.001079048,"domain_scores_codex":[0.9992115,0.0000949067,0.00006355687,0.0001811493,0.0003867214,0.00006201558],"domain_scores_gemma":[0.9994722,0.0001474343,0.0001603381,0.00007615673,0.00009768035,0.00004614779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006036546,0.00005833933,0.0002430423,0.000206669,0.000006276574,0.000137208,0.00009552792,0.0005656639,0.9892447,0.0006727671,0.000534534,0.008174927],"study_design_scores_gemma":[0.00001481224,0.000293476,0.001558882,0.00004349259,0.00002285359,0.000489154,0.00002524842,0.002722037,0.9711478,0.0001900894,0.02346786,0.00002428529],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4942561,0.007700302,0.4712612,0.0005896087,0.0004545144,0.001249124,0.003745273,0.003260086,0.01748367],"genre_scores_gemma":[0.6546897,0.004815507,0.3193564,0.0002826963,0.0001503812,0.001372058,0.004439806,0.0005883049,0.01430513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00416698,"threshold_uncertainty_score":0.01393998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341842286905959,"score_gpt":0.256517003992849,"score_spread":0.2430985811237894,"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."}}