{"id":"W4411183888","doi":"10.1122/8.0000986","title":"A processing aid coating polymer flow model","year":2025,"lang":"en","type":"article","venue":"Journal of Rheology","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Saudi Basic Industries Corporation; China Scholarship Council","keywords":"Materials science; Polymer; Coating; Flow (mathematics); Rheology; Polymer science; Composite material; Mechanics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004140089,0.001029244,0.0008556585,0.0006712228,0.0005758239,0.001050891,0.001806904,0.002266405,0.008966325],"category_scores_gemma":[0.0007850257,0.0005367167,0.001023296,0.0004899442,0.0004906001,0.001237471,0.0006351216,0.001327054,0.002040845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008380749,"about_ca_system_score_gemma":0.001602717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01207093,"about_ca_topic_score_gemma":0.003692886,"domain_scores_codex":[0.9997501,0.00003389888,0.0000131478,0.00007181109,0.00009115944,0.00003993566],"domain_scores_gemma":[0.999655,0.0001172815,0.00005152067,0.00002997412,0.0001197791,0.00002648117],"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":[0.0000330437,0.00004407473,0.0002621103,0.0000710157,0.00001085864,0.0001015075,0.00002751072,0.9746724,0.004923488,0.01253,0.001142547,0.00618135],"study_design_scores_gemma":[0.00001045554,0.00001742423,0.00007082671,0.000003799821,0.000004577924,0.00002193172,0.000002246581,0.9965022,0.0005922479,0.0008189406,0.001950055,0.000005386222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0453984,0.0007517655,0.8999494,0.0007186872,0.0002688277,0.0003877315,0.002186447,0.001583837,0.04875489],"genre_scores_gemma":[0.7422144,0.001768074,0.1409468,0.0003941099,0.0001816327,0.001430497,0.002100087,0.0004265453,0.1105378],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01207093,"threshold_uncertainty_score":0.02999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00815759012985183,"score_gpt":0.2501288735969073,"score_spread":0.2419712834670555,"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."}}