{"id":"W2411825724","doi":"10.1016/j.stem.2016.05.014","title":"Closing in on Mass Production of Mature Human Beta Cells","year":2016,"lang":"en","type":"article","venue":"Cell stem cell","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biology; Production (economics); BETA (programming language); Closing (real estate); Cell biology; Biotechnology; Computer science","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":[0.002524769,0.000536554,0.0004921212,0.0004863374,0.001010313,0.003835266,0.0009388613,0.002307499,0.01598143],"category_scores_gemma":[0.003493413,0.0002683884,0.0005557924,0.0003185907,0.001204086,0.003998882,0.002094324,0.004559891,0.003372153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006546318,"about_ca_system_score_gemma":0.0009715132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002714699,"about_ca_topic_score_gemma":0.0006558576,"domain_scores_codex":[0.999283,0.0001356832,0.00007242361,0.0001263935,0.000247682,0.0001348578],"domain_scores_gemma":[0.9974813,0.001194492,0.0002344135,0.0002296007,0.0004172729,0.0004430764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003024535,0.0002571266,0.001351619,0.001229624,0.0001149081,0.0008544077,0.001052912,0.0006687113,0.1457504,0.05416694,0.2839862,0.5075427],"study_design_scores_gemma":[0.0001036751,0.0004372191,0.0008348652,0.0002408491,0.00005069043,0.0003463344,0.0004913495,0.0002023958,0.04159418,0.01470535,0.9409615,0.00003165559],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08611927,0.1608793,0.04312626,0.3369591,0.2481925,0.0003175522,0.0009811717,0.001335464,0.1220894],"genre_scores_gemma":[0.3186142,0.1213096,0.02718737,0.1675507,0.1415646,0.0003025122,0.0008219061,0.001619743,0.2210294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01598143,"threshold_uncertainty_score":0.05346322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01482270395018282,"score_gpt":0.2288193147427714,"score_spread":0.2139966107925886,"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."}}