{"id":"W7007844941","doi":"","title":"An apparatus and method for removing an underflow stream","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arithmetic underflow; Electrical conduit; Separator (oil production); Flow (mathematics); Current (fluid); Inflow","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005774428,0.0005684283,0.0004286297,0.00167166,0.000868532,0.0008497431,0.0007333174,0.0009767709,0.02696528],"category_scores_gemma":[0.0007821669,0.0003169269,0.0004978654,0.0007289366,0.000590346,0.001366579,0.001079778,0.001724048,0.01820577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004135284,"about_ca_system_score_gemma":0.0009333627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005654279,"about_ca_topic_score_gemma":0.0009846372,"domain_scores_codex":[0.9989347,0.00005369118,0.00005543336,0.0001374988,0.0007609287,0.00005773841],"domain_scores_gemma":[0.9997094,0.00004325021,0.00005185651,0.00007825188,0.00009029656,0.00002688126],"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":[0.0002102433,0.0002168026,0.0005980284,0.001185503,0.00002695737,0.0006403411,0.0003245532,0.0006008926,0.5165302,0.03209223,0.05550969,0.3920646],"study_design_scores_gemma":[0.00003314445,0.0002204308,0.001101106,0.0001007835,0.00002499194,0.0009600205,0.00004234238,0.001256549,0.2606612,0.001491029,0.7340682,0.0000401773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06029335,0.01277415,0.4669978,0.003565721,0.006228225,0.002631634,0.003576234,0.01307832,0.4308545],"genre_scores_gemma":[0.2082836,0.01620662,0.3005016,0.003384649,0.001291464,0.001435692,0.003359733,0.001997325,0.4635393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02696528,"threshold_uncertainty_score":0.09020787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080686361502225,"score_gpt":0.2996279075282292,"score_spread":0.2788210439132069,"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."}}