{"id":"W7133369314","doi":"","title":"Maturation of Cardiomyocytes Derived from Human Pluripotent Stem Cells:<i>Current Strategies and Limitations</i>","year":2018,"lang":"en","type":"article","venue":"CityU Scholars","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"City University of Hong Kong","keywords":"Induced pluripotent stem cell; Embryonic stem cell; Embryoid body; Stem cell; Human Induced Pluripotent Stem Cells; Drug discovery; Cellular differentiation","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":[0.0002018933,0.0001415774,0.0001574211,0.00006431864,0.0001663455,0.0001697599,0.0001898985,0.0001110025,0.000008291335],"category_scores_gemma":[0.00003152908,0.0001401482,0.00006571474,0.00008832815,0.0002304087,0.00003377158,0.0001658564,0.0001413235,0.00001311383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001693259,"about_ca_system_score_gemma":0.00008374974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003247975,"about_ca_topic_score_gemma":0.00006276668,"domain_scores_codex":[0.9988413,0.0001270701,0.000239779,0.0003563228,0.0002363993,0.000199146],"domain_scores_gemma":[0.9991704,0.00002625462,0.0001042059,0.0003315834,0.0002755,0.00009207759],"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":[0.00005403724,0.00003400121,0.0006594288,0.00002984321,0.00005393047,0.000001129192,0.0000882301,0.00001510522,0.9936499,0.00007968942,0.0001872012,0.005147532],"study_design_scores_gemma":[0.0004516956,0.0002018142,0.02617577,0.0000310325,0.00002632972,0.000002045882,0.0003815516,0.00004205613,0.9653079,0.0001904383,0.00703242,0.0001569559],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994905,0.002987371,0.0009718962,0.00004146819,0.0001787903,0.0002204255,0.00004357787,0.00001348771,0.0006380078],"genre_scores_gemma":[0.998486,0.0005217172,0.0005522993,0.00002618262,0.0001950344,0.00001473832,0.0001148224,0.00001656746,0.00007262066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02834198,"threshold_uncertainty_score":0.5715078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0370471128409585,"score_gpt":0.284015056791248,"score_spread":0.2469679439502895,"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."}}