{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003244476,0.0003810693,0.000255395,0.0003508884,0.0003295285,0.0005563502,0.0005228008,0.0006298819,0.003102155],"category_scores_gemma":[0.0003719873,0.0002779514,0.0002730008,0.0003147514,0.0003152748,0.0005826162,0.0004912213,0.0005931872,0.001744274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003727574,"about_ca_system_score_gemma":0.0005009818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001921632,"about_ca_topic_score_gemma":0.0004070491,"domain_scores_codex":[0.9997241,0.00002319652,0.00001818286,0.000064466,0.0001475435,0.00002243893],"domain_scores_gemma":[0.99976,0.00007916946,0.00004141295,0.00002882489,0.00007389546,0.00001678358],"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":[0.00002886326,0.00001892009,0.0001235483,0.00009384404,0.000003041826,0.00003810419,0.00004597966,0.0003213927,0.9824743,0.001548629,0.000607668,0.01469574],"study_design_scores_gemma":[0.00001066274,0.0001296321,0.0004528287,0.00001249136,0.00001513747,0.0001593543,0.00003781446,0.00443943,0.9725577,0.0003593827,0.02181329,0.00001226287],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3452019,0.009750638,0.6022459,0.001981635,0.002107085,0.0005568745,0.0007042118,0.001871774,0.03557991],"genre_scores_gemma":[0.6603457,0.004532866,0.3025592,0.000926622,0.0004305444,0.0005775679,0.0004082841,0.0001337731,0.03008549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003102155,"threshold_uncertainty_score":0.01037776,"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."}}