{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001581261,0.0001180558,0.000247092,0.0001264289,0.00002724851,0.000004743603,0.00004725493,0.00009851896,0.000179634],"category_scores_gemma":[0.000005536905,0.00007801483,0.00005962088,0.0001333262,0.00003837577,0.00004021914,0.00001102773,0.0001014811,0.0001582253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006866943,"about_ca_system_score_gemma":0.00002471943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006799576,"about_ca_topic_score_gemma":8.121559e-7,"domain_scores_codex":[0.99912,0.00004116209,0.0002416322,0.0002444274,0.0001744296,0.0001783303],"domain_scores_gemma":[0.9994234,0.0000545021,0.0001057827,0.0003038964,0.00004376592,0.00006860401],"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":[0.00007024167,0.000220698,0.006062624,0.0002922114,0.000005257015,0.00000497877,0.0001072493,0.000005324993,0.9883454,0.00003966341,0.003858989,0.0009872956],"study_design_scores_gemma":[0.001460224,0.0002386325,0.002882428,0.0003351823,0.00003360838,8.437836e-7,0.0001251838,0.000006399781,0.9893561,0.00003964662,0.00543336,0.00008840854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304789,0.0002142763,0.0000189427,0.000268047,0.0004549233,0.000257338,0.000002895433,0.00003279938,0.06827186],"genre_scores_gemma":[0.9568394,0.00003062805,0.0001390941,0.0000865619,0.0001382148,0.000006285395,0.000004730837,0.00001807425,0.04273702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02636048,"threshold_uncertainty_score":0.3181353,"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."}}