{"id":"W1995412809","doi":"10.1016/j.biomaterials.2005.05.057","title":"Bioreactors for tissue mass culture: Design, characterization, and recent advances","year":2005,"lang":"en","type":"review","venue":"Biomaterials","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":390,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health and Social Services Centre University Institute of Geriatrics of Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Bioreactor; Hairy root culture; Airlift; Biochemical engineering; Mass transfer; Tissue engineering; Process engineering; Materials science; Environmental science; Biomedical engineering; Chemistry; Biology; Engineering; Chromatography; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001890642,0.001621762,0.00234607,0.003071005,0.0003467701,0.001673151,0.001718686,0.001666144,0.001991001],"category_scores_gemma":[0.001116336,0.0007130798,0.0007135179,0.003334233,0.0008973244,0.001944117,0.0006499311,0.001638927,0.003002894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008539154,"about_ca_system_score_gemma":0.0008645543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009181253,"about_ca_topic_score_gemma":0.002161144,"domain_scores_codex":[0.9993006,0.00007139798,0.00007899066,0.0001217583,0.0003850962,0.0000421439],"domain_scores_gemma":[0.998811,0.0006468185,0.0001589616,0.00005196747,0.0002842082,0.00004709659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000960736,0.0001314762,0.0002091894,0.009102079,0.00005048625,0.000249837,0.00008089907,0.0007082006,0.03151738,0.00286471,0.005422933,0.9495668],"study_design_scores_gemma":[0.00004121197,0.000305598,0.001430843,0.001964177,0.0001876005,0.004184851,0.0001334937,0.0008198383,0.04282209,0.003144095,0.944875,0.00009125835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004653204,0.9956977,0.002455348,0.0001257717,0.0001519074,0.000009221787,0.00001685626,0.00001855391,0.001059299],"genre_scores_gemma":[0.001862134,0.993174,0.003209943,0.0001547699,0.0001382963,0.00001698407,0.00004952378,0.00000630344,0.001388095],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003071005,"threshold_uncertainty_score":0.009998798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07770634075793008,"score_gpt":0.3735750366738249,"score_spread":0.2958686959158948,"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."}}