{"id":"W2013498422","doi":"10.1159/000330691","title":"Mass Transfer Limitations in Embryoid Bodies during Human Embryonic Stem Cell Differentiation","year":2012,"lang":"en","type":"article","venue":"Cells Tissues Organs","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Embryoid body; Embryonic stem cell; Cell biology; Stem cell; Cellular differentiation; Biology; Inner cell mass; Chemistry; Biophysics; Immunology; Adult stem cell; Embryogenesis; Biochemistry; Embryo","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":[0.0001605408,0.0002122783,0.0001871347,0.0001324591,0.0001503307,0.00004104261,0.0002402365,0.0001812398,0.0001190257],"category_scores_gemma":[0.000007670114,0.0002216537,0.0000809148,0.0001215178,0.00005862229,0.00001972565,0.00007601226,0.0001690166,0.0001641641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005396923,"about_ca_system_score_gemma":0.00002810363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001616357,"about_ca_topic_score_gemma":0.0001002908,"domain_scores_codex":[0.9984676,0.0001220981,0.0002643243,0.0003397846,0.0002218351,0.0005843206],"domain_scores_gemma":[0.9993694,0.00002295622,0.00003792357,0.0003669049,0.00005352825,0.000149265],"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":[0.00001558366,0.0001626705,0.00915485,0.0001375549,0.00002106764,0.000004066198,0.0008883753,0.00004408653,0.9893041,0.00004147193,0.0001210291,0.000105163],"study_design_scores_gemma":[0.0004866873,0.00007077194,0.02599735,0.00002057033,0.00001701967,0.000002673823,0.0004735222,0.00001165344,0.9700122,0.00002164506,0.002635902,0.0002499453],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925205,0.002188728,0.0007330409,0.00007727406,0.0001940829,0.000302011,0.00002059854,0.00002839437,0.003935373],"genre_scores_gemma":[0.9779533,0.000836765,0.0001231026,0.00001461719,0.0002062728,0.00003408973,0.0001293085,0.00005272957,0.02064983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01929182,"threshold_uncertainty_score":0.9038775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02677548612935258,"score_gpt":0.2540320457616266,"score_spread":0.227256559632274,"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."}}