{"id":"W2050221386","doi":"10.1088/1755-1315/22/2/022005","title":"3D casing-distributor analysis with a novel block coupled OpenFOAM solver for hydraulic design application","year":2014,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Andritz (Canada); Polytechnique Montréal","funders":"","keywords":"Solver; Block (permutation group theory); Casing; Computational fluid dynamics; Computer science; Distributor; Computation; Computational science; Mechanical engineering; Engineering; Algorithm; Mathematics; Aerospace engineering; Geometry","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":[0.0001820403,0.000151654,0.0001736114,0.00006516307,0.00024447,0.0001285348,0.0001555281,0.00004073821,0.00002578753],"category_scores_gemma":[0.000004269152,0.0001309851,0.00002752968,0.0002411677,0.0004262054,0.0002955125,0.00002274655,0.00005832779,0.000004349986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003173064,"about_ca_system_score_gemma":0.0000240826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005414075,"about_ca_topic_score_gemma":0.0001494692,"domain_scores_codex":[0.9990649,0.000004919017,0.0001297872,0.0003048363,0.0001894883,0.0003060469],"domain_scores_gemma":[0.9996105,0.00002360125,0.00001545028,0.0001868084,0.00001223474,0.0001513702],"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":[0.0001035545,0.00007739869,0.001598737,0.00004374815,0.00009883819,9.14437e-7,0.0004407063,0.175592,0.8097119,0.002190997,0.000007306872,0.01013395],"study_design_scores_gemma":[0.0004100013,0.0001702863,0.02078088,0.000006119475,0.0000764435,0.000007480972,0.00006230668,0.9614109,0.01534726,0.00002191928,0.001489921,0.0002165129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4460659,0.00001741941,0.5534127,0.00003420481,0.00001712525,0.0002245012,0.000051185,0.00003009043,0.0001468683],"genre_scores_gemma":[0.9899911,0.0000548108,0.009739083,0.00004259625,0.00001414366,0.00005582934,0.00004048719,0.00001015722,0.00005179773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7943646,"threshold_uncertainty_score":0.5341417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009275835104890493,"score_gpt":0.1844837849436943,"score_spread":0.1752079498388038,"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."}}