{"id":"W4411227262","doi":"10.1097/01.tp.0001123188.46199.14","title":"10-8: PLURIPOTENT STEM CELL-DERIVED ISLET ENCAPSULATION IN ALGINATE BEADS VIA A SCALABLE EMULSION-BASED PROCESS","year":2025,"lang":"en","type":"article","venue":"Transplantation","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Encapsulation (networking); Emulsion; Induced pluripotent stem cell; Chemistry; Materials science; Computer science; Biochemistry; Embryonic stem cell","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":[0.0002021075,0.0003846784,0.0001982897,0.0002172797,0.00008539942,0.0003614675,0.0002711352,0.0004438243,0.001179416],"category_scores_gemma":[0.0001478225,0.0001270198,0.0004139719,0.0001428738,0.0001319977,0.0002425957,0.0002807819,0.0004062866,0.0007025687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604756,"about_ca_system_score_gemma":0.0002311785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002824593,"about_ca_topic_score_gemma":0.0003786651,"domain_scores_codex":[0.9998692,0.00001005301,0.00001983283,0.00002853902,0.00004994529,0.00002239156],"domain_scores_gemma":[0.9999206,0.00001107505,0.00003010948,0.000007689065,0.000015447,0.00001502644],"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":[0.0000276274,0.00002186539,0.00006193981,0.00006332013,0.000003390264,0.00003842059,0.00001277605,0.0001888462,0.9974539,0.00006446429,0.00004832787,0.002015166],"study_design_scores_gemma":[0.00001120077,0.0001593566,0.0004627402,0.000008530113,0.00001375867,0.00007289665,0.000004254666,0.0008596659,0.9967918,0.00002133654,0.001588667,0.000005720804],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467352,0.00248283,0.0444222,0.0001638925,0.0001059026,0.0002417411,0.0007981468,0.0005802813,0.004469862],"genre_scores_gemma":[0.9583142,0.001445386,0.03473368,0.0000629213,0.00001721236,0.0001588271,0.0009186011,0.00007493039,0.004274317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001179416,"threshold_uncertainty_score":0.003945589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00706867239848993,"score_gpt":0.2551966324004293,"score_spread":0.2481279600019394,"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."}}