{"id":"W2014706906","doi":"10.1002/pen.20121","title":"Modeling of polymer melting, drop deformation, and breakup under shear flow","year":2004,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Breakup; Composite material; Shear rate; Shear stress; Volume of fluid method; Shear flow; Drop (telecommunication); Simple shear; Viscosity; Mechanics; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001434338,0.0001215737,0.0001269378,0.0001676942,0.0000837612,0.0000451654,0.00009078233,0.00004024783,0.000003274883],"category_scores_gemma":[0.000004967683,0.0001162349,0.00001995048,0.0002516388,0.00008794577,0.0002662109,0.00002245667,0.00009126782,0.000001218079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002696851,"about_ca_system_score_gemma":0.00002578246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001120276,"about_ca_topic_score_gemma":0.000005073728,"domain_scores_codex":[0.999245,0.000001532891,0.0001767287,0.000146551,0.000169711,0.0002604524],"domain_scores_gemma":[0.9997297,0.000008717952,0.0000049162,0.0001142134,0.00002484657,0.000117624],"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":[8.706627e-7,0.000004114763,0.00003933079,0.00005319605,0.000006157452,3.994872e-7,0.0005389427,0.897995,0.09401308,0.006621553,4.164187e-7,0.000726971],"study_design_scores_gemma":[0.0001872524,0.0000126603,0.0003624974,0.00005096791,0.000007341028,0.00001820497,0.00003905421,0.9665352,0.03258364,0.00006341303,0.000002419619,0.0001373449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7574604,0.002993256,0.2390141,0.00005079704,0.000120153,0.00003678586,0.000004192954,0.00009449707,0.0002258077],"genre_scores_gemma":[0.9981485,0.0001682904,0.001613845,0.00001784086,0.00002042317,0.000002751156,9.608918e-7,0.00001668916,0.00001072097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.240688,"threshold_uncertainty_score":0.4739923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005797699244195551,"score_gpt":0.1857334841113013,"score_spread":0.1799357848671057,"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."}}