{"id":"W2052207591","doi":"10.1002/cjce.5450800613","title":"Numerical Modelling of the Flow of Fibre Suspensions through a Planar Contraction","year":2002,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Composite Material Mechanics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Calgary","funders":"","keywords":"Discretization; Mechanics; Newtonian fluid; Planar; Finite element method; Inertial frame of reference; Orientation (vector space); Contraction (grammar); Flow (mathematics); Materials science; Numerical analysis; Mathematics; Classical mechanics; Geometry; Physics; Computer science; Mathematical analysis; Thermodynamics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002815551,0.0003014352,0.0003779792,0.0003984548,0.0004358256,0.0005409077,0.0003801374,0.0006032794,0.0007528092],"category_scores_gemma":[0.0008701236,0.0001470601,0.000303982,0.0003264884,0.0008157359,0.0002840122,0.0003311309,0.0002946336,0.000113993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000558939,"about_ca_system_score_gemma":0.0006091889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005500195,"about_ca_topic_score_gemma":0.001741404,"domain_scores_codex":[0.9998788,0.00002335348,0.000005079541,0.00001871722,0.00003817297,0.00003586733],"domain_scores_gemma":[0.9997352,0.0001148836,0.00005001323,0.00002511796,0.00004763157,0.00002704081],"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":[0.00008316975,0.00004876785,0.001001889,0.00002469093,0.000007911475,0.00009387787,0.00006230256,0.9610946,0.03334287,0.001477507,0.00004533784,0.002716976],"study_design_scores_gemma":[0.00001188851,0.00009062766,0.00051543,0.000002960995,0.00000366937,0.00001835359,0.00002161414,0.9936205,0.005302779,0.0001909348,0.0002144012,0.000006848725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755729,0.00006953412,0.02142689,0.00005483322,0.00001112635,0.000024301,0.00004979384,0.00007707647,0.002713564],"genre_scores_gemma":[0.9931929,0.00006370464,0.005812965,0.000007693305,0.000002927176,0.00001766414,0.00004996397,0.000009249856,0.0008430222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005500195,"threshold_uncertainty_score":0.01093638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688452777823406,"score_gpt":0.1668185582189543,"score_spread":0.1499340304407202,"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."}}