{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002827394,0.0001620036,0.0001568559,0.00008670535,0.00003352313,0.00007475523,0.00008679774,0.0002002584,0.02031771],"category_scores_gemma":[0.00008917404,0.0001787532,0.00002378795,0.00006204747,0.000001572587,0.00008566625,0.000006967261,0.00008422581,0.00003618231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002595002,"about_ca_system_score_gemma":0.00004084448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009126834,"about_ca_topic_score_gemma":0.0002547234,"domain_scores_codex":[0.9994675,0.00002281997,0.0001016229,0.0001978687,0.00005825146,0.000151956],"domain_scores_gemma":[0.9996217,0.00006866216,0.0000344227,0.0001850304,0.00002529077,0.00006489838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002346669,0.000006156112,2.047497e-7,0.0004353958,0.00002547279,4.687071e-7,0.0001103382,0.0004111564,0.0001945453,0.0001020784,0.9726486,0.02606319],"study_design_scores_gemma":[0.0003745545,0.0001125027,0.00003224523,0.00138079,0.000036604,0.000002611475,0.0001104934,0.2189809,0.0008655536,0.0004446654,0.777169,0.0004900327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"dataset","genre_scores_codex":[0.000002974265,0.001546378,0.107016,0.00003057378,0.0002518054,0.001272452,0.3439249,0.001894899,0.5440601],"genre_scores_gemma":[0.0008728387,0.00005203744,0.1376258,0.0003015885,0.0006782527,0.0006862447,0.655392,0.0007679682,0.2036233],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.3404367,"threshold_uncertainty_score":0.9805779,"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."}}