{"id":"W1998886842","doi":"10.1002/pen.21112","title":"Investigation of LDPE blown film instability induced by air cooling","year":2008,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Bubble; Materials science; Instability; Airflow; Mechanics; Air bubble; Heat transfer; Aerodynamic heating; Composite material; Thermodynamics; 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":[0.0001850586,0.0001018633,0.0001471776,0.00007960339,0.000131543,0.000003754797,0.0001294423,0.00005255449,0.000003649911],"category_scores_gemma":[0.000188604,0.00009786296,0.00002004772,0.0003469875,0.0003890879,0.0001434151,0.00006980511,0.0001340543,0.000001115412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002072788,"about_ca_system_score_gemma":0.00003322101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006075739,"about_ca_topic_score_gemma":7.3563e-7,"domain_scores_codex":[0.999253,0.000004780848,0.0001721936,0.0002050063,0.0001469713,0.0002179941],"domain_scores_gemma":[0.9996335,0.00007349349,0.00002860795,0.0001350887,0.00004037454,0.00008891744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003087874,0.000004895295,0.00597614,0.00002292381,0.000006312649,5.609821e-7,0.0006843191,0.001803385,0.9899816,0.001374384,0.000007514661,0.0001349111],"study_design_scores_gemma":[0.0001113955,0.00001623831,0.01486304,0.00001711116,0.000004030301,0.000007738686,0.0000197243,0.5963256,0.388514,0.000006040032,0.000004460497,0.0001106864],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922888,0.0007970123,0.006500647,0.00005071224,0.0001107183,0.00003502455,0.000004436123,0.00007325486,0.0001393679],"genre_scores_gemma":[0.9993166,0.00003817215,0.0004880749,0.00002255028,0.00001479554,0.000004978807,0.000001484972,0.000006387954,0.0001069669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6014676,"threshold_uncertainty_score":0.3990736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01321032832270442,"score_gpt":0.2028854645464304,"score_spread":0.1896751362237259,"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."}}