{"id":"W2023625017","doi":"10.1002/pen.11292","title":"The effects of dual‐orifice air‐ring design on blown film cooling","year":2000,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Ontario","keywords":"Body orifice; Materials science; Turbulence; Airflow; Mechanics; Heat transfer; Ring (chemistry); Flow (mathematics); Air cooling; Mechanical engineering; Thermodynamics; Physics; Engineering; Chemistry","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":[0.0002608398,0.0001340163,0.0001117727,0.00008485056,0.000166584,0.00005328876,0.0001814415,0.00003020376,0.000005160027],"category_scores_gemma":[0.00004839562,0.0001040212,0.00002664264,0.0003206952,0.00009261023,0.0000943772,0.00001769019,0.0001247973,0.000006678951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001913192,"about_ca_system_score_gemma":0.00001364911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000110619,"about_ca_topic_score_gemma":3.570071e-7,"domain_scores_codex":[0.9991481,0.000006549438,0.0001409094,0.0001663795,0.0002093269,0.0003287011],"domain_scores_gemma":[0.9994078,0.0002722717,0.00001076987,0.0002057024,0.00001335515,0.00009014232],"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":[0.000005575168,0.000006653619,0.00001116094,0.00005695182,0.00001030052,0.000004405871,0.0001792046,0.9180868,0.06795362,0.00176617,0.00002096589,0.01189821],"study_design_scores_gemma":[0.0001107807,0.00003872647,0.0004919081,0.00008274619,0.000006368626,0.000006425679,0.000003305921,0.9119771,0.08688954,0.00000915087,0.0002604395,0.0001234967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881445,0.005087616,0.004893115,0.00002147739,0.0007086736,0.0001248849,0.000001873445,0.0001873026,0.0008305641],"genre_scores_gemma":[0.9987937,0.0004364207,0.0004580741,0.00001205745,0.0000425435,0.000009446387,2.292347e-7,0.00001779515,0.0002297882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01893592,"threshold_uncertainty_score":0.4241863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003622645234527288,"score_gpt":0.1725209845429361,"score_spread":0.1688983393084088,"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."}}