{"id":"W4403131257","doi":"10.1007/s12206-024-0927-x","title":"Analysis and experimental study of mixing performance of screw structure for two-component composite coating based on EDEM-CFD","year":2024,"lang":"en","type":"article","venue":"Journal of Mechanical Science and Technology","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Composite number; Coating; Computational fluid dynamics; Mixing (physics); Component (thermodynamics); Materials science; Composite material; Structural engineering; Mechanical engineering; Engineering; Physics; Thermodynamics; Aerospace engineering","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":[0.000409447,0.00006375836,0.0002101747,0.0005599565,0.00008453694,0.00002394281,0.0001186017,0.00004151961,0.000003624402],"category_scores_gemma":[0.00002818449,0.00004484694,0.00002634334,0.0007466857,0.00009312561,0.0000978297,0.00003030761,0.000135997,2.37756e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002683597,"about_ca_system_score_gemma":0.00002212775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004740608,"about_ca_topic_score_gemma":0.00000257836,"domain_scores_codex":[0.9993401,0.000006846586,0.0002535704,0.0000988448,0.0002025228,0.00009808487],"domain_scores_gemma":[0.9996932,0.00003987676,0.00007191004,0.00005565689,0.000112237,0.00002711887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005266465,0.00005741553,0.001200297,0.0001090445,0.00007804119,0.000001853981,0.0002222076,0.02046375,0.9658591,0.0003361712,0.000001569664,0.01161795],"study_design_scores_gemma":[0.0002375092,0.001253918,0.0001111305,0.00008311464,0.0000560137,0.00001226485,0.0004282923,0.4353156,0.5623966,0.00005968828,0.000007096411,0.00003876322],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960213,0.0005041147,0.003214597,0.00005901146,0.0001052915,0.00006875124,0.000001681829,0.0000181507,0.000007104385],"genre_scores_gemma":[0.9980034,0.00001199187,0.00195798,0.000006715748,0.00001347998,0.0000017888,8.594457e-8,0.000003922767,6.202189e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4148518,"threshold_uncertainty_score":0.1828805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037307982421534,"score_gpt":0.2593659796062931,"score_spread":0.2489928997820778,"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."}}