{"id":"W7077074831","doi":"10.11159/jffhmt.2025.029","title":"Electrokinetic Regulation of the Transfer Process in the Hydraulic System in Microchannels","year":2025,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Process (computing); Electrokinetic phenomena; Hydraulic machinery; Microchannel; Work (physics); Flow (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006367658,0.00009547298,0.0002070956,0.000105469,0.00004534099,0.00002248613,0.000467053,0.00007307821,0.000002173781],"category_scores_gemma":[0.0000133468,0.00005372881,0.00008156091,0.0005139578,0.0000364212,0.0001282647,0.000008056963,0.0002272871,9.598921e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002176987,"about_ca_system_score_gemma":0.00007509992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000576497,"about_ca_topic_score_gemma":0.00001081764,"domain_scores_codex":[0.9989936,0.000115288,0.0004288798,0.0001189654,0.000184449,0.000158854],"domain_scores_gemma":[0.9996541,0.00006809316,0.0000142142,0.000154088,0.00009035059,0.00001915025],"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":[0.000187156,0.0001707396,0.003883251,0.001268845,0.00005089156,0.00002869632,0.009494113,0.02248447,0.9483394,0.01092892,0.0001203241,0.003043213],"study_design_scores_gemma":[0.003792536,0.0003144146,0.07072078,0.002178869,0.00008508038,0.0003904607,0.001421427,0.1344688,0.7737829,0.01103562,0.001505216,0.000303847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8604521,0.000863653,0.1295715,0.007462504,0.0001408998,0.0002181178,6.584173e-7,0.000005260642,0.001285306],"genre_scores_gemma":[0.9996484,0.00004285489,0.00009866286,0.0001376414,0.00002516202,0.000005324936,1.76892e-7,0.00000124766,0.00004053761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1745564,"threshold_uncertainty_score":0.2190997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006087791512497191,"score_gpt":0.2032746916659913,"score_spread":0.1971869001534941,"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."}}