{"id":"W4381735389","doi":"10.1139/tcsme-2022-0084","title":"A model for permeability in fibre-reinforced plastics","year":2023,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Composite Material Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Western University","funders":"","keywords":"Materials science; Composite material; Automotive industry; Void (composites); Permeability (electromagnetism); Curing (chemistry); Porosity; Computer science; Engineering; Aerospace engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001977663,0.000141344,0.0001941646,0.0000768691,0.00009637786,0.00001678246,0.0002391563,0.0001613849,0.000006323043],"category_scores_gemma":[0.00004718907,0.0001463011,0.0004110851,0.0003697219,0.00001206667,0.00005908488,0.000006826428,0.0001532592,0.000001010829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000432024,"about_ca_system_score_gemma":0.000106543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000702758,"about_ca_topic_score_gemma":0.0135509,"domain_scores_codex":[0.9991125,0.000002710607,0.0002645736,0.0001310736,0.00009453697,0.0003945661],"domain_scores_gemma":[0.9994425,0.0001375422,0.00001524393,0.0002356391,0.00003717429,0.0001318575],"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":[0.000004987167,0.00000206399,1.852421e-7,0.0002666902,0.00003325053,7.024078e-8,0.0001959753,0.9542559,0.04200847,0.002992547,0.00008376851,0.0001561243],"study_design_scores_gemma":[0.0003339629,0.00001879737,0.000005839735,0.00003983626,0.00003074,7.687434e-7,0.00003610961,0.9815043,0.01711026,0.0005243215,0.0002515998,0.0001435174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07181635,0.000008597287,0.9256579,0.0001610105,0.000749915,0.0007718857,0.0005806795,0.0002473328,0.000006354096],"genre_scores_gemma":[0.9878047,0.000005635846,0.01180638,0.00001809051,0.0000267682,0.0002079753,0.00001225117,0.00005451668,0.00006372387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9159883,"threshold_uncertainty_score":0.7561721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01724542042627715,"score_gpt":0.2061440266350069,"score_spread":0.1888986062087298,"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."}}