{"id":"W2800954599","doi":"10.1097/tp.0000000000002214","title":"Gearing Up for Stem Cell-derived Beta Cells—Are We Ready?","year":2018,"lang":"en","type":"letter","venue":"Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Stem cell; Key (lock); BETA (programming language); Political science; Cell biology; Medicine; Biology; Computer science; Computer security","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001012186,0.0002900987,0.0004766235,0.0001564219,0.00009983737,0.0000322782,0.00008302108,0.0005570738,0.0001973995],"category_scores_gemma":[0.000002717126,0.0002624047,0.0001600643,0.00007792471,0.00004873603,0.00007036053,0.00000361812,0.0004219922,0.0002211345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005985394,"about_ca_system_score_gemma":0.00007283789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002370673,"about_ca_topic_score_gemma":0.000003240166,"domain_scores_codex":[0.9986001,0.00004388684,0.000336379,0.0004039559,0.0002911272,0.0003245348],"domain_scores_gemma":[0.9990849,0.0002204702,0.0001933639,0.0002756299,0.0001511305,0.00007450296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004732946,0.00002942675,0.0001838559,0.007425597,0.0001423813,0.00008743168,0.001099537,0.000003925336,0.04023791,0.0000049678,0.9495263,0.000785424],"study_design_scores_gemma":[0.005844442,0.0005054732,0.000633952,0.001633251,0.002476827,0.00004449173,0.0002325108,0.0003762219,0.313386,0.00003392718,0.6742709,0.0005620059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.280015,0.002338633,0.03726358,0.6126059,0.01379119,0.009063829,0.004466872,0.001786779,0.03866819],"genre_scores_gemma":[0.06413205,0.005530532,0.006984948,0.6884157,0.02203362,0.0009358533,0.03200664,0.0006388386,0.1793218],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2752554,"threshold_uncertainty_score":0.9999828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04680944776634198,"score_gpt":0.2643747468748828,"score_spread":0.2175652991085408,"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."}}