{"id":"W7063150525","doi":"","title":"Verification, refinement and calibration of an empirical model for calculating mass transfer of lubricating oils through a plate and frame module: Dec 1999-Oct 2000","year":2000,"lang":"en","type":"report","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Calibration; Frame (networking); Mass transfer; Steel frame; Reference frame","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001549268,0.0005500129,0.0004575233,0.0007066854,0.0007708226,0.0006653731,0.001525444,0.0008769066,0.001419903],"category_scores_gemma":[0.005205863,0.0004631968,0.0004300314,0.000584424,0.0004042286,0.001129697,0.0004916926,0.0007331445,0.0009279927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001762852,"about_ca_system_score_gemma":0.001620158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02274347,"about_ca_topic_score_gemma":0.01725104,"domain_scores_codex":[0.9993823,0.0001190785,0.00003737204,0.0001160643,0.000299302,0.0000458997],"domain_scores_gemma":[0.9983214,0.0004348892,0.0001083955,0.0003533346,0.0007611864,0.00002084518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003858625,0.0004842976,0.03001222,0.000239847,0.00006620684,0.0001583303,0.0003176989,0.804069,0.06131957,0.003817807,0.002864992,0.09626424],"study_design_scores_gemma":[0.00004764607,0.0001479809,0.004776532,0.00001463816,0.00002188598,0.00004422262,0.00004845144,0.9126242,0.08034216,0.0003214303,0.001591258,0.00001966629],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7310985,0.0001976054,0.2591658,0.0001866181,0.0001199051,0.0001540177,0.0008945853,0.002623882,0.00555909],"genre_scores_gemma":[0.9627573,0.00008419882,0.03507792,0.0000147932,0.000004962855,0.00005626503,0.0004346965,0.0001973594,0.001372592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02274347,"threshold_uncertainty_score":0.04522216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05329436702102981,"score_gpt":0.33857641741806,"score_spread":0.2852820503970302,"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."}}