{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005988666,0.0005931033,0.0005038033,0.0002718901,0.0002634103,0.0006616559,0.0005803641,0.0008010532,0.0007964373],"category_scores_gemma":[0.0003120554,0.0002274123,0.0006614011,0.0002426251,0.0002762169,0.000398073,0.0004426307,0.0008607441,0.0008768155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004317074,"about_ca_system_score_gemma":0.0003685526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005587203,"about_ca_topic_score_gemma":0.000685141,"domain_scores_codex":[0.9995704,0.00005375451,0.00005975244,0.0001361254,0.0001323689,0.00004758432],"domain_scores_gemma":[0.9997991,0.0000577737,0.00005827127,0.00003457942,0.0000214466,0.00002883122],"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":[0.00004881476,0.0000216639,0.0000670532,0.00005869268,0.0000056197,0.00003795735,0.00001970313,0.0001425787,0.9973363,0.0001199519,0.00005357016,0.002088024],"study_design_scores_gemma":[0.00003266924,0.000280724,0.0006361505,0.00001054495,0.00002445882,0.0001737614,0.000006113934,0.00165551,0.9922332,0.00003901566,0.004893637,0.00001420199],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6722328,0.007514496,0.3066173,0.0005254899,0.000481251,0.0008561686,0.001385068,0.002659443,0.007727953],"genre_scores_gemma":[0.7164896,0.004375304,0.2677438,0.0002902673,0.0001450231,0.0007698192,0.001742573,0.0002565431,0.008187063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008010532,"threshold_uncertainty_score":0.003167152,"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."}}