{"id":"W2323117526","doi":"10.1515/secm-2014-0167","title":"Size-dependent behavior of laminates with curvilinear fibers made by automated fiber placement","year":2014,"lang":"en","type":"article","venue":"Science and Engineering of Composite Materials","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Consortium de Recherche et d’innovation en Aérospatiale au Québec","keywords":"Curvilinear coordinates; Materials science; Curvature; Buckling; Stiffness; Fiber; Composite material; RADIUS; Structural engineering; Geometry; Mathematics; Computer science; 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":[0.0002721494,0.0001426725,0.0002695828,0.0001190391,0.00003932599,0.0000557545,0.0001492778,0.00003413808,0.00004633583],"category_scores_gemma":[0.00001094669,0.0001194733,0.00001703402,0.0002586448,0.00009024494,0.0001356773,0.00003796671,0.00003267761,0.000001135984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002727224,"about_ca_system_score_gemma":0.000008948706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002131386,"about_ca_topic_score_gemma":6.459424e-7,"domain_scores_codex":[0.999097,0.000009403323,0.0002696677,0.0001548544,0.0002893255,0.0001796885],"domain_scores_gemma":[0.9995878,0.00003578885,0.00006118158,0.0001602768,0.00009706227,0.0000578727],"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":[0.000006901212,0.000007921074,0.00007902093,0.00008705426,0.00001443388,2.613075e-7,0.00006385327,0.1950299,0.8044949,0.00001801899,0.00002666835,0.0001711812],"study_design_scores_gemma":[0.0002195356,0.00007490194,0.004249815,0.00006083119,0.00005090011,0.000005240227,0.000009098897,0.128698,0.8664092,0.000001305565,0.00007840914,0.0001427434],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978481,0.00005759884,0.001592903,0.000006880965,0.0001024848,0.0001071326,0.00002344814,0.0001458325,0.0001156198],"genre_scores_gemma":[0.9939793,0.00001733643,0.00593214,0.000003807659,0.00001402344,0.000006796362,0.00001191883,0.00001586266,0.00001880979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06633189,"threshold_uncertainty_score":0.4871981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001958816102550326,"score_gpt":0.1841811989091496,"score_spread":0.1822223828065993,"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."}}