{"id":"W1999205232","doi":"10.1002/aic.10143","title":"Continuous pilot plant–scale immobilization of yeast in κ‐carrageenan gel beads","year":2004,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Static mixer; Dispersion (optics); Materials science; Bead; SCALE-UP; Mixing (physics); Chromatography; Composite material; Chemistry; Analytical Chemistry (journal); Physics; Optics","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":[0.0001374128,0.00005731051,0.00009972677,0.00002335714,0.00008760807,0.00002641973,0.0001365635,0.00003228072,0.0001035407],"category_scores_gemma":[0.000009174311,0.00002432904,0.00003795147,0.0002952245,0.00002868373,0.00008367062,0.00001856774,0.0001161892,0.00001387793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003871814,"about_ca_system_score_gemma":0.00001193746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001455625,"about_ca_topic_score_gemma":0.0004057203,"domain_scores_codex":[0.9994377,0.00002176329,0.0002173421,0.00008423881,0.0001128443,0.000126145],"domain_scores_gemma":[0.9997395,0.00001421448,0.0001054296,0.00002853989,0.00004602314,0.00006629941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001359714,0.000185205,0.008531178,0.000001128133,0.00000347385,0.000002432982,0.00009036169,0.00007139317,0.9851134,0.000606587,0.00009112331,0.005290154],"study_design_scores_gemma":[0.001106644,0.0007510786,0.8108958,0.000169729,0.00001889811,0.0002772353,0.001014613,0.00008783164,0.1780908,0.005216192,0.002102396,0.0002687665],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997771,0.00007587847,0.0001497967,0.001292946,0.00004625608,0.00007170623,0.00002440656,0.00001318821,0.0005547992],"genre_scores_gemma":[0.9994553,0.00004498923,0.0002069563,0.0001179097,0.0001020431,0.000004352323,0.00001673961,5.638261e-7,0.00005109965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8070225,"threshold_uncertainty_score":0.1133698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165544567935756,"score_gpt":0.2191436428554124,"score_spread":0.2025891860618368,"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."}}