{"id":"W2168772189","doi":"10.1109/iccme.2011.5876811","title":"Three cell separation design for realizing automatic cell injection","year":2011,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Process (computing); Key (lock); Carry (investment); Design flow; Design process; Embedded system; Work in process; Engineering","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":[0.0001102426,0.00009525463,0.00008492958,0.00006811043,0.00005156641,0.00001527571,0.00006911992,0.0001123748,0.00003035448],"category_scores_gemma":[0.0000074437,0.00008320576,0.00003086141,0.00008392494,0.00001459755,0.0000756703,0.00001208315,0.00005032883,0.0000388335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000348145,"about_ca_system_score_gemma":0.000007283651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004168453,"about_ca_topic_score_gemma":0.00001363555,"domain_scores_codex":[0.9995691,0.00000508655,0.000134818,0.0001010429,0.00004082582,0.0001491543],"domain_scores_gemma":[0.9997694,0.00002541917,0.00002130583,0.0001474081,0.00002077322,0.00001569508],"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":[0.00001360238,0.00004731073,0.0001153584,0.0002545548,0.00001645695,0.000001762203,0.0005194297,0.0007543137,0.8383358,0.00106006,0.1394137,0.01946776],"study_design_scores_gemma":[0.0001306269,0.00009303107,0.00008067946,0.000009020781,0.000014125,0.00000300056,0.00014406,0.1546462,0.8414941,0.002790299,0.0004724542,0.0001223276],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04925453,0.0001892283,0.9356758,0.00000725268,0.0001382108,0.0002649586,0.000001085772,0.001923378,0.01254555],"genre_scores_gemma":[0.8372412,0.00003876437,0.1624913,0.00001093665,0.000020522,0.00001498685,0.000003649439,0.00001820489,0.0001605078],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7879866,"threshold_uncertainty_score":0.3393032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05277503478315852,"score_gpt":0.2292850745216903,"score_spread":0.1765100397385318,"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."}}