{"id":"W2892213262","doi":"","title":"Droplet-Based Microfluidic System for Tumor Cell Encapsulation in Alginate Beads and Anticancer Drug Testing","year":2010,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Spheroid; Microfluidics; Drug delivery; Cell culture; In vivo; Cytotoxicity; 3D cell culture; Biomedical engineering; Cell; Confocal microscopy; Cancer cell; Chemistry; Drug; Nanotechnology; Biophysics; In vitro; Materials science; Cell biology; Cancer; Biology; Pharmacology; Medicine; Biochemistry; Biotechnology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004446743,0.0001901343,0.0001918227,0.0002443694,0.00008224219,0.00006149053,0.0001122344,0.0000856717,0.000002850292],"category_scores_gemma":[0.00007386876,0.0002005123,0.00002106267,0.0005983363,0.00007743684,0.000207106,0.00002260391,0.00024911,0.000002561207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489267,"about_ca_system_score_gemma":0.00003049425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002002241,"about_ca_topic_score_gemma":3.887815e-7,"domain_scores_codex":[0.9990289,0.000001887039,0.0003395629,0.0002471731,0.00010114,0.0002813306],"domain_scores_gemma":[0.9994552,0.00004292621,0.00007765798,0.00007751354,0.0003149577,0.00003173562],"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":[0.000007026127,0.00001071998,0.007835936,0.0007457138,0.000002881833,9.578793e-7,0.0001513428,0.000001160683,0.9844064,0.003415336,0.001556151,0.001866386],"study_design_scores_gemma":[0.0005097823,0.00002830872,0.00283338,0.0001834964,0.00001090625,0.00001063319,0.0002177269,0.02269959,0.9713346,0.0001278131,0.00180047,0.0002432427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746129,0.0002571455,0.02155905,0.00004400757,0.0002222225,0.0005322183,0.00001313322,0.000481977,0.002277379],"genre_scores_gemma":[0.9929563,0.00000253264,0.006647021,0.00005249772,0.0000976925,0.0001463531,0.0000192408,0.00005050091,0.00002779593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02269842,"threshold_uncertainty_score":0.8176654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00784933233309612,"score_gpt":0.2131035840194038,"score_spread":0.2052542516863077,"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."}}