{"id":"W2593103540","doi":"10.1002/app.44711","title":"Model development for work of fracture of hybrid composites","year":2017,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Composite material; Materials science; Fracture (geology); Fiber; Work (physics); Fiber pull-out; Composite number; Matrix (chemical analysis); Composite laminates; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003648248,0.0001036365,0.0002839207,0.0001238923,0.0001320591,0.00004452267,0.001031198,0.00002674843,0.000007907058],"category_scores_gemma":[0.0000108266,0.00008537692,0.00007114869,0.00008472867,0.000186236,0.0001886056,0.00007473704,0.0001239149,9.191174e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002921284,"about_ca_system_score_gemma":0.0001169067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.816303e-7,"about_ca_topic_score_gemma":1.331318e-7,"domain_scores_codex":[0.9988187,0.000001732603,0.0004611592,0.00009155717,0.0004405366,0.0001863466],"domain_scores_gemma":[0.998984,0.00005534329,0.0004170681,0.0002894631,0.0001397531,0.0001143654],"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":[0.000057129,0.00003636843,0.0001919202,0.00003177022,0.0000177944,8.997097e-7,0.000175571,0.009971797,0.9823757,0.0007156615,0.0001253017,0.00630003],"study_design_scores_gemma":[0.0002427844,0.00003013179,0.001062975,0.00006287681,0.000020607,0.000004699096,0.000007240254,0.008651017,0.9894176,0.0003460213,0.00006533832,0.00008875872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948795,0.000318488,0.04988173,0.00005014375,0.0001582952,0.00009089504,0.000002891268,0.000008849657,0.0006937545],"genre_scores_gemma":[0.9470134,0.000005269084,0.05291306,0.00001963193,0.00002585475,0.000002554631,2.095464e-7,0.000009834,0.00001015724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007041793,"threshold_uncertainty_score":0.348157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135636097869342,"score_gpt":0.2590996275597623,"score_spread":0.2377432665810689,"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."}}