{"id":"W6992968479","doi":"","title":"Modelling of mechanical properties of randomly oriented strands thermoplastic composites","year":2014,"lang":"en","type":"article","venue":"NPARC","topic":"Composite Material Mechanics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formability; Finite element method; Thermoplastic; Thermoplastic composites; Fracture (geology); Modulus; Material properties","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001234471,0.0001075894,0.0002805523,0.00005073433,0.00001602535,0.000007369572,0.0001187517,0.00005081031,0.0000493201],"category_scores_gemma":[0.00001572597,0.00009107529,0.00005043311,0.00007580447,0.00002005665,0.00003712077,0.00002747488,0.00006376709,0.000003451994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001071044,"about_ca_system_score_gemma":0.000005388274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000045712,"about_ca_topic_score_gemma":8.891094e-7,"domain_scores_codex":[0.9993221,0.00003161869,0.0002794682,0.00008920117,0.0001468124,0.0001308201],"domain_scores_gemma":[0.9996531,0.00005583234,0.00003798963,0.0001637953,0.0000546756,0.00003460263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001478658,0.0000189002,0.000001994703,0.0001761955,0.00002548632,1.866183e-7,0.0001179365,0.1617565,0.8326553,0.004850879,0.000004640599,0.0002442071],"study_design_scores_gemma":[0.0004908305,0.00004693345,8.898767e-7,0.00007321541,0.00001553552,9.896099e-7,0.000005091399,0.5085166,0.4901969,0.0005850109,0.00001805707,0.0000499189],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7113235,0.00002670676,0.2875659,0.000006094459,0.0001805557,0.00009279608,0.000004268349,0.000073796,0.0007264288],"genre_scores_gemma":[0.9957423,0.000008500624,0.004176307,0.000002144562,0.00003210056,0.000005876051,0.000002195367,0.0000243144,0.000006307671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3467601,"threshold_uncertainty_score":0.3713942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488604259162524,"score_gpt":0.1751456430508146,"score_spread":0.1602596004591894,"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."}}