{"id":"W1513528263","doi":"10.1385/1-59259-838-2:353","title":"Scalable Production of Embryonic Stem Cell-Derived Cells","year":2004,"lang":"en","type":"article","venue":"Humana Press eBooks","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Embryonic stem cell; Scalability; Cell biology; Production (economics); Stem cell; Biology; Computer science; Genetics; Economics; Operating system; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006360272,0.0006141409,0.0004690961,0.00047566,0.000221856,0.0006448283,0.0005983482,0.0004247417,0.0030107],"category_scores_gemma":[0.0004761472,0.00031275,0.0003385139,0.0004463894,0.0001918285,0.0004288128,0.000672539,0.001123643,0.002205594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003649674,"about_ca_system_score_gemma":0.0004627655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002943402,"about_ca_topic_score_gemma":0.0006970951,"domain_scores_codex":[0.9995624,0.0000335018,0.00005467817,0.000091391,0.0002210569,0.00003692358],"domain_scores_gemma":[0.9998025,0.00003910759,0.000024151,0.00003684941,0.00004747075,0.00004996244],"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":[0.00002656362,0.00003730573,0.00009199761,0.0001107496,0.000006909045,0.00009279726,0.00002355333,0.0005824412,0.9905955,0.0007120617,0.000633273,0.007086855],"study_design_scores_gemma":[0.00004325283,0.0001549752,0.000695013,0.00003427894,0.00002545641,0.0001270171,0.00002752718,0.002566127,0.9667019,0.000516996,0.02909513,0.00001237858],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3635256,0.00716608,0.5663422,0.0008417604,0.001133299,0.002684896,0.01508753,0.00691483,0.03630379],"genre_scores_gemma":[0.5749602,0.007758033,0.376295,0.000283995,0.0001166375,0.001645207,0.01855527,0.0006524401,0.01973313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0030107,"threshold_uncertainty_score":0.01007175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962176939811062,"score_gpt":0.2566054168785551,"score_spread":0.2269836474804445,"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."}}