{"id":"W2946996596","doi":"10.25082/mer.2019.02.005","title":"Elastic modulus prediction for hybrid polymer composites","year":2019,"lang":"en","type":"article","venue":"Materials Engineering Research","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Reinforcement; Materials science; Composite material; Modulus; Elastic modulus; Ultimate tensile strength; Work (physics); Polymer; Thermodynamics; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009734739,0.0001964205,0.000289528,0.0002797204,0.0001324616,0.0003383523,0.0004448744,0.00008265551,0.0007977617],"category_scores_gemma":[0.0001431634,0.0001793213,0.00005383503,0.0001906528,0.00004309147,0.0002749007,0.000207176,0.000160529,0.001099121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001283081,"about_ca_system_score_gemma":0.0000352803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004287227,"about_ca_topic_score_gemma":1.941934e-7,"domain_scores_codex":[0.997868,0.00006777649,0.0003406898,0.0004107553,0.0005568777,0.0007558968],"domain_scores_gemma":[0.9988121,0.0004042659,0.00004380938,0.0004198773,0.0001978209,0.0001220637],"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":[0.0001122883,0.0000120534,0.00002633593,0.0002414464,0.00001092591,0.000002667854,0.00002869537,0.004941405,0.9924994,0.001605149,0.0004735317,0.00004609848],"study_design_scores_gemma":[0.0004207671,0.0002159863,0.0001890898,0.00009531056,0.000006549084,0.00002001703,0.000004594349,0.011769,0.9860875,0.0001459267,0.0008631836,0.000182079],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932019,0.0002023809,0.002867745,0.00007974638,0.002138933,0.0008850882,0.0002068557,0.0002980476,0.0001193725],"genre_scores_gemma":[0.9954317,0.000004057807,0.002565652,0.00001235963,0.0003709392,0.0001662025,0.00008033843,0.00005851733,0.001310288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006827591,"threshold_uncertainty_score":0.9996786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01815030172263737,"score_gpt":0.2749555896566322,"score_spread":0.2568052879339948,"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."}}