{"id":"W2168759510","doi":"10.1021/bp050430z","title":"Scale-Up of Breast Cancer Stem Cell Aggregate Cultures to Suspension Bioreactors","year":2006,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary","funders":"Stem Cell Network","keywords":"Bioreactor; Population; Breast cancer; Suspension (topology); Cell culture; Stem cell; Mass transfer; Cancer; In vivo; Cancer cell; Chemistry; Biology; Biophysics; Biotechnology; Cell biology; Botany; Chromatography; Medicine; Mathematics; Genetics","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":[0.0001528624,0.0001914202,0.000254261,0.0003259895,0.00004603939,0.00001956504,0.0004932971,0.0005534125,0.00004468548],"category_scores_gemma":[0.00000814333,0.0001432126,0.00005594372,0.0007105255,0.0005520936,0.00004154101,0.0002223829,0.000346667,0.00005559668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009183352,"about_ca_system_score_gemma":0.00002541386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000169321,"about_ca_topic_score_gemma":0.00006250393,"domain_scores_codex":[0.9985753,0.00002161435,0.0002835544,0.0002954254,0.000313734,0.0005103973],"domain_scores_gemma":[0.9993337,0.0000255289,0.00005678991,0.000390921,0.00009166409,0.0001013439],"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":[0.00004064648,0.0001065344,0.01654936,0.0002985169,0.00003706228,0.00002472016,0.00007056822,0.00009689854,0.6986759,0.0003427409,0.006482657,0.2772744],"study_design_scores_gemma":[0.0002819723,0.00004700536,0.01889997,0.0001478016,0.00001062543,0.00001448909,0.00004254883,0.0003753016,0.9675759,0.00006152223,0.01234001,0.0002028215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944676,0.001346511,0.0001152366,0.002369637,0.0003867812,0.0003133228,0.0000491486,0.0007358244,0.0002159786],"genre_scores_gemma":[0.9983339,0.0001736314,0.00103834,0.00001046415,0.00007579262,0.0000472642,0.000005335208,0.00003856066,0.0002767621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2770716,"threshold_uncertainty_score":0.584004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008242064577162218,"score_gpt":0.2611373764997265,"score_spread":0.2528953119225643,"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."}}