{"id":"W2023647791","doi":"10.1016/j.compscitech.2005.06.013","title":"Optimization of injection flow rate to minimize micro/macro-voids formation in resin transfer molded composites","year":2005,"lang":"en","type":"article","venue":"Composites Science and Technology","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":223,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Transfer molding; Materials science; Composite material; Composite number; Volumetric flow rate; Flow (mathematics); Fiber; Mold; Macro; Work (physics); Process (computing); Reduction (mathematics); Mechanical engineering; Computer science; Mechanics; Mathematics; 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":[0.0002175537,0.000115061,0.0001666941,0.0009520677,0.00009284425,0.00004218069,0.0002392393,0.0001017317,0.000004146927],"category_scores_gemma":[0.00005466882,0.0001206076,0.00001112192,0.001911305,0.000241699,0.0004708446,0.00004767016,0.0001136357,0.000004167019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008569585,"about_ca_system_score_gemma":0.00002168081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005737028,"about_ca_topic_score_gemma":0.00004991961,"domain_scores_codex":[0.9991635,0.00001152953,0.0002666328,0.0002013309,0.0001240214,0.0002329673],"domain_scores_gemma":[0.9995888,0.00003837507,0.00002160748,0.0001564997,0.0001551204,0.000039531],"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":[0.00001003085,0.00001632751,0.001174264,0.00004500956,0.000001786731,6.094163e-7,0.0002310255,0.3816229,0.6138462,0.00007726423,0.00001876958,0.002955785],"study_design_scores_gemma":[0.0002192316,0.00005542069,0.001001257,0.00006067028,0.000003936988,0.00002287275,0.00003584041,0.309572,0.6888174,0.00006438,0.00005108593,0.00009593957],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909209,0.0004431979,0.08916853,0.0005400878,0.00005209704,0.000188951,0.000003098691,0.0002210405,0.0001739747],"genre_scores_gemma":[0.9374496,0.00007769678,0.06239666,0.00002915612,0.00001030671,0.00001668924,0.000003373502,0.00001015599,0.000006330054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07497118,"threshold_uncertainty_score":0.4918236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006823732266751172,"score_gpt":0.2155177012542861,"score_spread":0.2086939689875349,"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."}}