{"id":"W2536563928","doi":"10.1371/journal.pone.0164457","title":"An Abbreviated Protocol for In Vitro Generation of Functional Human Embryonic Stem Cell-Derived Beta-Like Cells","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute; Toronto General Hospital","funders":"Canadian Institutes of Health Research; Banting and Best Diabetes Centre, University of Toronto; Novo Nordisk","keywords":"Biology; Cell biology; Stem cell; Embryonic stem cell; Insulin; Endocrinology; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009700911,0.001518857,0.0007711748,0.001147292,0.0007288102,0.0005293902,0.001132693,0.0007152784,0.01337521],"category_scores_gemma":[0.0004462507,0.0006457129,0.0008743814,0.001006087,0.0003490482,0.0003827523,0.0008404824,0.002206834,0.01150118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003011183,"about_ca_system_score_gemma":0.0009151677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000673314,"about_ca_topic_score_gemma":0.001877515,"domain_scores_codex":[0.9988034,0.0002042062,0.0002232972,0.0001994272,0.0004632707,0.0001064763],"domain_scores_gemma":[0.9997241,0.00005347229,0.00002832926,0.00008972054,0.00007435385,0.00003002841],"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":[0.0001856326,0.0002285971,0.0002260035,0.0008113465,0.000032859,0.0004624681,0.0001782873,0.0003562593,0.9539995,0.001474211,0.009289921,0.03275499],"study_design_scores_gemma":[0.0001496453,0.000655268,0.004848489,0.0001884688,0.000142548,0.002487872,0.00006066267,0.001642837,0.5243098,0.0007320431,0.4646853,0.00009721243],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08187477,0.02490627,0.7400306,0.0008066359,0.003740971,0.02169554,0.0408265,0.006413396,0.0797053],"genre_scores_gemma":[0.1179578,0.02035613,0.6125928,0.001027068,0.0003381528,0.04381903,0.1006361,0.001347566,0.1019254],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01337521,"threshold_uncertainty_score":0.04474449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1095503387006015,"score_gpt":0.2846821386446686,"score_spread":0.175131799944067,"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."}}