{"id":"W4398194089","doi":"10.1016/j.jcyt.2024.03.124","title":"THE VALIDATION OF AN ANIMAL COMPONENT-FREE SUSPENSION CULTURE FOR HUMAN MESENCHYMAL STROMAL CELLS IN HORIZONTAL AND VERTICAL WHEEL CULTURE SYSTEM","year":2024,"lang":"en","type":"article","venue":"Cytotherapy","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Terry Fox Research Institute; Stemcell Technologies","funders":"","keywords":"Mesenchymal stem cell; Component (thermodynamics); Suspension culture; Suspension (topology); Stromal cell; Cell culture; Cell biology; Biology; Physics; Mathematics; Cancer research; Genetics","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":[0.0004117813,0.0001361948,0.0001848954,0.00004169285,0.0002192368,0.0001383574,0.0003292939,0.000136288,0.00001292505],"category_scores_gemma":[0.000007883699,0.00008723406,0.00004846647,0.0001677432,0.0002327361,0.0001449962,0.00004552711,0.0001139328,0.000004566687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009610905,"about_ca_system_score_gemma":0.00003443742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003335395,"about_ca_topic_score_gemma":0.000047032,"domain_scores_codex":[0.9987609,0.00008569432,0.0003010295,0.0003348465,0.0002649147,0.0002525634],"domain_scores_gemma":[0.9994312,0.00009642613,0.00004242489,0.0002967367,0.00005605775,0.00007718395],"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":[0.0001072138,0.00005692802,0.00002587264,0.00006333734,0.000007612643,0.000002455897,0.0005107166,7.870654e-7,0.9607931,0.03733661,0.0008418676,0.0002534555],"study_design_scores_gemma":[0.0007195395,0.0008610275,0.0003943127,0.00008265572,0.00001623495,0.00001722495,0.0003154808,0.0007899369,0.9917346,0.002548478,0.002395688,0.000124871],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958838,0.0005748398,0.002197797,0.0003627675,0.0001610604,0.0005964288,0.00006577801,0.00008433334,0.00007324546],"genre_scores_gemma":[0.9945116,0.0000402052,0.005048958,0.00001822669,0.0001714923,0.00008236714,0.00003998894,0.00001980281,0.00006736179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03478814,"threshold_uncertainty_score":0.3557302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00955117971425136,"score_gpt":0.2767310416893526,"score_spread":0.2671798619751013,"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."}}