{"id":"W1893010066","doi":"10.1039/c5an00525f","title":"Dielectric spectroscopy for monitoring human pancreatic islet differentiation within cell-seeded scaffolds in a perfusion bioreactor system","year":2015,"lang":"en","type":"article","venue":"The Analyst","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Islet; Pancreatic islets; Extracellular matrix; Chemistry; Cell biology; In vitro; Bioreactor; Biomedical engineering; Regeneration (biology); Biophysics; Perfusion; Cell culture; Biology; Insulin; Biochemistry; Internal medicine; Endocrinology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004911349,0.0001621426,0.0004021137,0.000251943,0.0001219321,0.00004031308,0.0000941142,0.00007268423,0.00001293515],"category_scores_gemma":[0.00008488284,0.0001037464,0.0001061072,0.000475455,0.00002629908,0.00005739865,0.00002005255,0.00008693302,0.000024159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003128893,"about_ca_system_score_gemma":0.00006335184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003929988,"about_ca_topic_score_gemma":0.00001287287,"domain_scores_codex":[0.9988411,0.00007500522,0.0003395456,0.0002179691,0.0002734568,0.0002528962],"domain_scores_gemma":[0.9991885,0.0001071108,0.0001598264,0.0003246434,0.00009983879,0.000120042],"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":[0.0002747235,0.0001533518,0.1252011,0.0001661709,0.00006208538,0.000003814367,0.0009639989,0.0000198616,0.8723747,0.0002863571,0.0004330317,0.00006086298],"study_design_scores_gemma":[0.007510512,0.001285286,0.1189415,0.0006967486,0.001663678,0.00001431521,0.006341458,0.030302,0.8324939,0.0002413695,0.0001241177,0.0003850684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958408,0.0003699122,0.0004525249,0.000136433,0.0002142149,0.0005130611,0.000002940077,0.00008167154,0.00238842],"genre_scores_gemma":[0.9984008,0.00001119013,0.000239996,0.00003473921,0.000401374,0.00007526641,0.00004604407,0.00002220591,0.0007683798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03988073,"threshold_uncertainty_score":0.4230657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02995807619017219,"score_gpt":0.2810478637039534,"score_spread":0.2510897875137812,"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."}}