{"id":"W4298908389","doi":"","title":"Influence of porosity, fiber radius and fiber orientation on anisotropic transport properties of random fiber structures","year":2017,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Materials science; Fiber; Porosity; RADIUS; Anisotropy; Composite material; Orientation (vector space); Optics; Computer science; Geometry; Physics; Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002357605,0.0002833962,0.0005460611,0.0001225929,0.0003098969,0.0001943132,0.0007628074,0.0002185343,0.0009805347],"category_scores_gemma":[0.0006843851,0.0002502218,0.0001170247,0.00007691214,0.0005708002,0.00021082,0.0004332003,0.0001940323,0.00003494843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004299705,"about_ca_system_score_gemma":0.000232827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00183404,"about_ca_topic_score_gemma":0.0002674907,"domain_scores_codex":[0.9963917,0.001606574,0.0006923858,0.0005721925,0.0005140282,0.0002230979],"domain_scores_gemma":[0.9956881,0.0002861129,0.001008738,0.001486851,0.001439518,0.00009069669],"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":[0.0003572673,0.0005114323,0.001731308,0.001631552,0.0001001195,0.000003185609,0.0171808,0.007582697,0.9518791,0.007637483,0.0002333901,0.01115165],"study_design_scores_gemma":[0.001170838,0.000002338618,0.06182881,0.001927557,0.00011043,0.000004640794,0.00003588259,0.0002510484,0.9308717,0.002637078,0.0008536234,0.0003060242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948205,0.0003680055,0.0002480554,0.0006013941,0.0001395254,0.000606893,0.0002405961,0.00005591999,0.002919152],"genre_scores_gemma":[0.9912878,0.0001606644,0.004888491,0.0000156539,0.00001798096,0.00005545347,0.0001345465,0.00002711076,0.003412274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0600975,"threshold_uncertainty_score":0.999995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02026089516583637,"score_gpt":0.2480319197145489,"score_spread":0.2277710245487125,"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."}}