{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002853027,0.0004888554,0.000574595,0.0003831754,0.0003845545,0.0006193403,0.000614926,0.0009994912,0.0008881527],"category_scores_gemma":[0.0007592237,0.0003551226,0.0006354692,0.0002012982,0.0004798142,0.0005128544,0.000340392,0.0004498591,0.0001916835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008904214,"about_ca_system_score_gemma":0.0006497283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005221691,"about_ca_topic_score_gemma":0.001862007,"domain_scores_codex":[0.9998851,0.00002158632,0.000007214573,0.00001780356,0.00004242995,0.00002583744],"domain_scores_gemma":[0.9997839,0.0000936248,0.00003396215,0.00002565273,0.00003706071,0.00002573023],"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":[0.00006779751,0.00003115821,0.001035135,0.00002555875,0.0000108724,0.0001223026,0.00004117562,0.9702318,0.02497352,0.001003311,0.00005624987,0.00240111],"study_design_scores_gemma":[0.00000564072,0.00001301932,0.0001624969,0.000001527864,0.000001722927,0.000008951251,0.000002896835,0.9963334,0.003276687,0.0001012716,0.00009008111,0.000002277997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9256819,0.0002402043,0.06910093,0.0001158201,0.00002511434,0.00006661892,0.0002242596,0.0002273643,0.004317804],"genre_scores_gemma":[0.9924205,0.0001164756,0.005831468,0.00001031955,0.000004540172,0.00004097319,0.0001029436,0.00002218532,0.001450525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005221691,"threshold_uncertainty_score":0.01038259,"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."}}