{"id":"W2729863881","doi":"10.3791/55280","title":"Mammalian Cell Encapsulation in Alginate Beads Using a Simple Stirred Vessel","year":2017,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies; Michael Smith Health Research BC; Stem Cell Network; Centre québécois sur les matériaux fonctionnels; Diabète Québec","keywords":"Cell encapsulation; Calcium alginate; Encapsulation (networking); Materials science; Chemical engineering; Microsphere; Nozzle; Chemistry; Calcium; Chromatography; Biomedical engineering; Biophysics; Cell; Biochemistry","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":[0.0003272867,0.0001279284,0.0003992987,0.0002167389,0.0001206283,0.00007027537,0.0001171728,0.00007471089,0.000222358],"category_scores_gemma":[0.0002150354,0.000109084,0.0001084621,0.00006596888,0.00004429753,0.0003179494,0.00003344936,0.000134447,0.00001109939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051343,"about_ca_system_score_gemma":0.0001103233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008130381,"about_ca_topic_score_gemma":3.132146e-7,"domain_scores_codex":[0.9987881,0.00005775255,0.0004965051,0.000116234,0.000338891,0.0002024802],"domain_scores_gemma":[0.9988133,0.00002813097,0.0006185427,0.0002412626,0.000133377,0.0001653731],"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":[0.0006144953,0.0004477488,0.05778711,0.00003796095,0.00004961181,0.0001025673,0.0005777773,0.0000175563,0.9391143,0.00002933664,0.0006856063,0.000535944],"study_design_scores_gemma":[0.01579928,0.0006063039,0.07256561,0.0003998611,0.0001289684,0.00006844446,0.0009076062,0.004504544,0.9022395,0.0001920488,0.002386884,0.0002009444],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963563,0.000374652,0.0005599597,0.000123185,0.0003528599,0.0001385073,0.000001522857,0.000007516781,0.002085499],"genre_scores_gemma":[0.9961165,0.00001742548,0.003114341,0.0001413789,0.0001488358,0.000002441298,0.000004182894,0.00001784562,0.0004370043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03687478,"threshold_uncertainty_score":0.4448316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06045925384749255,"score_gpt":0.4511863125393039,"score_spread":0.3907270586918113,"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."}}