{"id":"W4398198871","doi":"10.1016/j.jcyt.2024.03.375","title":"ACOUSTIC CELL PROCESSING DEVICE FOR CELLULAR IMMUNOTHERAPY MANUFACTURING","year":2024,"lang":"en","type":"article","venue":"Cytotherapy","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"","keywords":"Immunotherapy; Computer science; Computational biology; Medicine; Biology; Immunology; Immune system","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":[0.0001056363,0.000219136,0.0001741986,0.0001250158,0.00009327993,0.0001548005,0.0001857124,0.0001555263,0.00004376436],"category_scores_gemma":[0.000002155946,0.0001902313,0.00009292103,0.0001227769,0.00004391419,0.0001022158,0.0000102953,0.0001622578,0.00003925336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007547104,"about_ca_system_score_gemma":0.00002435367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002611544,"about_ca_topic_score_gemma":8.787291e-7,"domain_scores_codex":[0.9991646,0.000006221564,0.00018402,0.0002347836,0.00008423324,0.0003261502],"domain_scores_gemma":[0.9996729,0.00005077892,0.00001574619,0.0002163314,0.00001711184,0.0000271322],"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":[0.000009039712,0.000008492887,0.000002767494,0.0003878632,0.0000253504,0.000008680362,0.0002004053,0.0003186997,0.870575,0.00001514509,0.003613108,0.1248355],"study_design_scores_gemma":[0.0002153481,0.00003344359,0.000006625894,0.0001034825,0.00001075997,0.000005992455,0.00008118807,0.01213347,0.8349729,0.0004874877,0.1517215,0.0002278333],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4221586,0.08789118,0.4838299,0.0001776016,0.0006793244,0.000421184,0.00001663713,0.004074914,0.0007505796],"genre_scores_gemma":[0.989205,0.002488497,0.007242389,0.000114674,0.0001946446,0.00003290899,0.000008439747,0.0001222879,0.0005911385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5670464,"threshold_uncertainty_score":0.7757407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164314248846868,"score_gpt":0.2236470768664696,"score_spread":0.2120039343780009,"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."}}