{"id":"W2080195605","doi":"10.1115/fedsm2014-21159","title":"Microfluidics for Live-Cell Imaging Pancreatic Islets of Langerhans for Human Transplant","year":2014,"lang":"en","type":"article","venue":"","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Food and Drug Administration","keywords":"Islet; Transplantation; Medicine; Artificial pancreas; Cell therapy; Pancreas; Insulin; Bioinformatics; Type 1 diabetes; Biology; Diabetes mellitus; Endocrinology; Internal medicine; Cell biology; Stem cell","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005036461,0.000405447,0.0003050036,0.0004169148,0.0002437784,0.0005246701,0.0003882639,0.000497313,0.004561203],"category_scores_gemma":[0.0004512661,0.000238912,0.0002879166,0.0002723077,0.0002191959,0.0004233642,0.0006464749,0.0007209943,0.001227045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004696811,"about_ca_system_score_gemma":0.0004670699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003419505,"about_ca_topic_score_gemma":0.0006525332,"domain_scores_codex":[0.9997527,0.00003746713,0.00001719671,0.00005995801,0.0001068029,0.00002593941],"domain_scores_gemma":[0.9998596,0.00005461989,0.00002416606,0.00001578002,0.00003030427,0.00001552809],"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":[0.00008958413,0.00006088773,0.0003926889,0.0007006598,0.00002267629,0.0002173371,0.0001416768,0.001761406,0.8297246,0.01440556,0.0211048,0.1313781],"study_design_scores_gemma":[0.00006728325,0.0004887262,0.001598328,0.0002300535,0.00004073823,0.0007761046,0.00007016865,0.03290906,0.6533992,0.004039239,0.3062892,0.00009180056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04746488,0.04719048,0.8493866,0.003967539,0.004396571,0.0007640885,0.002038034,0.007607442,0.0371843],"genre_scores_gemma":[0.284703,0.02818493,0.6585711,0.002001625,0.0007786094,0.00185463,0.00113333,0.0004918485,0.02228089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004561203,"threshold_uncertainty_score":0.01525879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01508518725373316,"score_gpt":0.2576612291216076,"score_spread":0.2425760418678745,"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."}}