{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001348961,0.0007313099,0.001189422,0.0005268885,0.0003777771,0.000932493,0.0008151876,0.0005019481,0.001055614],"category_scores_gemma":[0.0007967591,0.0002415801,0.0008112492,0.0003952129,0.0002968721,0.0003733122,0.0007852673,0.001257735,0.0007318186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004854144,"about_ca_system_score_gemma":0.0004077569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001052816,"about_ca_topic_score_gemma":0.001247497,"domain_scores_codex":[0.9990391,0.0001463903,0.00009999425,0.0002261757,0.0004001952,0.00008816588],"domain_scores_gemma":[0.9992266,0.0002613065,0.000110835,0.0001051331,0.0002123101,0.00008394356],"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":[0.000104546,0.0001340052,0.0003638647,0.00008701682,0.00001347073,0.00005977049,0.0001193846,0.001207868,0.9937682,0.0001914997,0.0001181153,0.003832296],"study_design_scores_gemma":[0.00001491752,0.001121885,0.001351045,0.00001631674,0.00004444241,0.00005339268,0.0000611731,0.007015461,0.9876348,0.0001342682,0.002540115,0.00001206415],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8076633,0.001599835,0.1811695,0.0003102145,0.0002906746,0.002702209,0.001388107,0.0009098047,0.00396641],"genre_scores_gemma":[0.7993128,0.002520384,0.1882543,0.0001990414,0.0001174213,0.002939906,0.002230884,0.0001574741,0.004267868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001348961,"threshold_uncertainty_score":0.00713408,"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."}}