{"id":"W1953219510","doi":"10.1002/fld.2581","title":"Algorithm for analysis of flows in ribbed annuli","year":2011,"lang":"en","type":"article","venue":"International Journal for Numerical Methods in Fluids","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mathematics; Mathematical analysis; Boundary value problem; Spectral method; Discretization","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005584475,0.0007001844,0.000707646,0.001080915,0.0004923461,0.0009838833,0.00143447,0.0009541815,0.009028484],"category_scores_gemma":[0.001299967,0.0003171648,0.0006763306,0.0005586998,0.0005620597,0.0007777454,0.001325221,0.0009348044,0.003308829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005903317,"about_ca_system_score_gemma":0.001138263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001509432,"about_ca_topic_score_gemma":0.001653963,"domain_scores_codex":[0.9996972,0.000051863,0.00001951358,0.00004650251,0.0001464992,0.00003843659],"domain_scores_gemma":[0.9994481,0.0001487128,0.00003904291,0.00006685575,0.0002638189,0.00003340607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002023267,0.0001187091,0.001193683,0.0003142198,0.00006667883,0.0002348777,0.0003465316,0.4643401,0.03037036,0.09389438,0.006888273,0.4020298],"study_design_scores_gemma":[0.00001092871,0.00001119622,0.00006100225,0.000009099825,0.000002481202,0.00002336182,0.00001321345,0.9876511,0.00208946,0.007049371,0.003073456,0.000005395932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002753229,0.00003126717,0.9952657,0.0000233285,0.00001697334,0.00004508792,0.00003744803,0.0005758688,0.001251062],"genre_scores_gemma":[0.06446927,0.00008417378,0.9312295,0.00003830752,0.00001790907,0.0002921466,0.0002529461,0.0002843554,0.0033313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009028484,"threshold_uncertainty_score":0.03020334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04657387302593103,"score_gpt":0.3721646445319666,"score_spread":0.3255907715060355,"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."}}