{"id":"W1980049243","doi":"10.1002/fld.630","title":"A low‐dimensional description of transient shear‐thinning free‐surface flow in thin cavities, as applied to injection molding","year":2003,"lang":"en","type":"article","venue":"International Journal for Numerical Methods in Fluids","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mechanics; Free surface; Flow (mathematics); Laplace transform; Materials science; Mathematics; Geometry; Mathematical analysis; Physics","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":[0.001777543,0.0002005935,0.000333056,0.0004489763,0.0000511708,0.00006813876,0.0003134303,0.0001371298,0.0000819546],"category_scores_gemma":[0.000552533,0.0002093382,0.0001345029,0.0003975072,0.00002521275,0.0001975578,0.00003122115,0.000508571,0.000003215492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005580034,"about_ca_system_score_gemma":0.00006171365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008237269,"about_ca_topic_score_gemma":0.000008531137,"domain_scores_codex":[0.9980595,0.0001576995,0.000781344,0.0002237414,0.0004722817,0.0003053946],"domain_scores_gemma":[0.9992297,0.0002942867,0.00006388148,0.0001317927,0.0001548717,0.0001254748],"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":[0.0001359418,0.0000824033,0.000151953,0.00001980361,0.00005210899,0.0000109074,0.0009447756,0.8282028,0.1563959,0.005640969,0.0002512966,0.008111097],"study_design_scores_gemma":[0.001592099,0.0002016628,0.0006948164,0.000278206,0.00001386852,0.0001955148,0.000265551,0.9363642,0.0320369,0.02613437,0.001877741,0.0003450777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2547592,0.0001787911,0.7403914,0.000105552,0.003429107,0.0002112391,0.0000163806,0.00003349633,0.0008747746],"genre_scores_gemma":[0.4378197,0.00002565468,0.5618765,0.0001084908,0.00006541101,0.00002041925,0.000005192305,0.00003594649,0.0000426494],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1830605,"threshold_uncertainty_score":0.8536564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220967061943185,"score_gpt":0.3201381912515242,"score_spread":0.2980414850572057,"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."}}