{"id":"W4210963235","doi":"10.1002/pc.26536","title":"On the design of test molds based on unidirectional saturated flows to measure transverse permeability in liquid composite molding","year":2022,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Central University Basic Research Fund of China","keywords":"Transverse plane; Materials science; Dimensionless quantity; Composite material; Permeability (electromagnetism); Fabrication; Mold; Composite number; Molding (decorative); Mechanics; Structural engineering; Engineering","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":[0.0003676213,0.0002314991,0.0002410967,0.0002522298,0.0001954415,0.00002485903,0.0003309556,0.0000460644,0.0002261673],"category_scores_gemma":[0.00008193785,0.0002061498,0.00007209503,0.0007987425,0.00003189848,0.00004952692,0.00003520125,0.0003791362,0.000007355633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000194443,"about_ca_system_score_gemma":0.00004681491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006682274,"about_ca_topic_score_gemma":0.0000188364,"domain_scores_codex":[0.9984949,0.0002324839,0.0002906452,0.0002647704,0.0004534909,0.0002637419],"domain_scores_gemma":[0.9979173,0.001615988,0.00003638455,0.0003149976,0.00004652276,0.00006880135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003049876,0.0001430073,0.0005693636,0.00003526885,0.0000155601,0.000003577962,0.000242607,0.5657905,0.4326904,0.00006633469,0.00005075139,0.0000875968],"study_design_scores_gemma":[0.0003215413,0.0004159626,0.001285124,0.000103859,0.00001497478,0.000004210377,0.00004336869,0.2516702,0.7458695,0.00001991962,0.0000428198,0.0002085457],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995749,0.0005101352,0.00162963,0.0005595532,0.0001795349,0.0004420997,0.00006994991,0.000225554,0.0006345314],"genre_scores_gemma":[0.9990063,0.000002577031,0.0005989026,0.0001844568,0.00002090299,0.0001214497,0.00001152352,0.00004428157,0.000009548998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3141203,"threshold_uncertainty_score":0.8406544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982320353147983,"score_gpt":0.2138844336643885,"score_spread":0.1940612301329087,"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."}}