{"id":"W4406528674","doi":"10.1063/5.0246972","title":"High efficiency and adaptability of mini-hydrocyclones for oil–water separation","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"Northeast Petroleum University; Natural Science Foundation of Heilongjiang Province; National Natural Science Foundation of China","keywords":"Physics; Adaptability; Separation (statistics); Mechanics; Petroleum engineering; Statistics","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":[0.0001309039,0.0002899131,0.0001505565,0.0002015139,0.0001327597,0.0002460306,0.0001945553,0.0001833183,0.0008087422],"category_scores_gemma":[0.0002892317,0.0001810293,0.0001923225,0.0001283729,0.0002181343,0.0005505835,0.0002600505,0.0003553124,0.0002064949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002253272,"about_ca_system_score_gemma":0.0002134095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008012651,"about_ca_topic_score_gemma":0.001515949,"domain_scores_codex":[0.9999162,0.00000489893,0.00000706608,0.00002019827,0.00002982132,0.00002181753],"domain_scores_gemma":[0.9998821,0.00003060985,0.0000274387,0.00001675042,0.00002606416,0.00001696596],"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":[0.00008851224,0.00001687656,0.0006030374,0.00007372426,0.000002913096,0.00004901689,0.000024233,0.001293573,0.9928295,0.0002752853,0.00008445325,0.004658883],"study_design_scores_gemma":[0.00001214549,0.0001663867,0.00406197,0.000008445478,0.000007007679,0.00006063048,0.00003104188,0.01152871,0.9817191,0.0001010652,0.00228922,0.00001423988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889017,0.0007451338,0.008269839,0.00004981138,0.00003038744,0.00003183692,0.0001177687,0.0001570174,0.00169649],"genre_scores_gemma":[0.9925027,0.0004456172,0.006166686,0.00002009839,0.000005649473,0.00002892038,0.0001149682,0.00001713366,0.000698326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008087422,"threshold_uncertainty_score":0.002705514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00609029216135271,"score_gpt":0.2363705008008732,"score_spread":0.2302802086395205,"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."}}