{"id":"W2057201931","doi":"10.1002/btpr.591","title":"Efficient suspension bioreactor expansion of murine embryonic stem cells on microcarriers in serum‐free medium","year":2011,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; Canadian Institutes of Health Research","keywords":"Microcarrier; Laboratory flask; Embryonic stem cell; Bioprocess; Cell biology; Bioreactor; Cell culture; Suspension culture; Chemically defined medium; Chemistry; Biotechnology; Biology; Immunology; Biochemistry; In vitro; Genetics; Botany","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004383935,0.0002232337,0.0003158569,0.0007027682,0.00002981451,0.000006020481,0.0007879568,0.0007143902,0.0000518423],"category_scores_gemma":[0.00006858318,0.0001969139,0.00005884635,0.0006818498,0.00062371,0.00001871249,0.0003875356,0.0006342261,0.00005697014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001290284,"about_ca_system_score_gemma":0.00004853546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002264079,"about_ca_topic_score_gemma":0.00001357543,"domain_scores_codex":[0.9982605,0.00004642161,0.0003630863,0.0003716394,0.0003653124,0.0005930439],"domain_scores_gemma":[0.9988845,0.00006927985,0.00007005089,0.000810757,0.00004938106,0.0001160178],"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":[0.000122026,0.0003071829,0.003993987,0.0004060717,0.00005745378,0.0001624695,0.0004162031,0.0001216232,0.9369333,0.0006633906,0.0004602545,0.05635606],"study_design_scores_gemma":[0.0006547436,0.0002444207,0.005787904,0.0002317259,0.000006146121,0.000006495537,0.0001319467,0.002811767,0.9893906,0.00004175019,0.0005096003,0.0001828963],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975475,0.0005278609,0.00006937543,0.0003368843,0.0004672201,0.0004141412,0.00001564494,0.0004746984,0.0001466661],"genre_scores_gemma":[0.9980984,0.0001124749,0.001666099,0.000008546795,0.00001905636,0.00002752718,0.000002279814,0.00004387579,0.00002175392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05617316,"threshold_uncertainty_score":0.8029916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072458526790614,"score_gpt":0.241469776046969,"score_spread":0.2207451907790629,"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."}}