{"id":"W2030657541","doi":"10.1016/j.nucengdes.2011.10.009","title":"Investigation of wall mass transfer characteristics downstream of an orifice","year":2011,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Body orifice; Reynolds number; Mechanics; Turbulence; Flow conditioning; Orifice plate; Downstream (manufacturing); Mass transfer; Sherwood number; Momentum (technical analysis); Flow (mathematics); Materials science; Physics; Thermodynamics; Mechanical engineering; Engineering; Nusselt number","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001327123,0.00009329092,0.0001581593,0.00008808308,0.00001015162,0.000006159777,0.00005754685,0.00005528703,0.00003178942],"category_scores_gemma":[0.000007558121,0.00009469702,0.0000295061,0.0001013127,0.00001716222,0.00009187924,0.000002037391,0.00005938282,0.000002352211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007022901,"about_ca_system_score_gemma":0.00000348707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009557403,"about_ca_topic_score_gemma":2.795655e-7,"domain_scores_codex":[0.9995558,0.00001082778,0.0001752791,0.00007684573,0.00008831013,0.00009290079],"domain_scores_gemma":[0.9997782,0.00001126951,0.00001255971,0.000109769,0.00002993885,0.00005833348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002101909,0.00001410097,0.0004905464,0.0002650565,0.00009500717,0.000002186035,0.001716189,0.01114415,0.9833052,0.0003996493,0.00002818447,0.002518774],"study_design_scores_gemma":[0.0003104812,0.0001702511,0.01117476,0.00009495096,0.0001264611,0.000002136683,0.00006630696,0.7457817,0.2417995,0.00005881391,0.0001531057,0.0002615298],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951601,0.00005337113,0.04787468,0.000002107497,0.00005626466,0.00005421859,0.000004207553,0.0001259636,0.0002282053],"genre_scores_gemma":[0.986646,0.00003851013,0.0132607,0.00000322854,0.00001656208,0.00000137584,0.000003342788,0.00002570711,0.000004592573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7415056,"threshold_uncertainty_score":0.3861632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03233142754889545,"score_gpt":0.1612129140839558,"score_spread":0.1288814865350603,"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."}}