{"id":"W4407610976","doi":"10.1016/j.compstruct.2025.118977","title":"Shape Memory Alloy assisted healing of thermoplastic composite laminates under repeated impact loading","year":2025,"lang":"en","type":"article","venue":"Composite Structures","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Materials science; Composite material; Shape-memory alloy; Composite number; Thermoplastic; Alloy; Thermoplastic composites; Composite laminates","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001278618,0.0003183187,0.0001438204,0.0002038297,0.0001185498,0.0001583421,0.0001527286,0.0002295328,0.0007808871],"category_scores_gemma":[0.0001625529,0.0001359528,0.0001576885,0.0001291716,0.0001670625,0.0002269754,0.0001399619,0.0002093119,0.0002010925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100449,"about_ca_system_score_gemma":0.00007438898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001673265,"about_ca_topic_score_gemma":0.0007450958,"domain_scores_codex":[0.9999108,0.000008871851,0.000004145886,0.00001700535,0.00003285603,0.00002624252],"domain_scores_gemma":[0.999886,0.00002044421,0.00004522597,0.00001556589,0.00002151983,0.0000111889],"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":[0.00003874152,0.000006531898,0.0000924192,0.00002443781,0.000001882245,0.00002634163,0.00002718006,0.0001262393,0.9979948,0.00001628721,0.000007356206,0.001637812],"study_design_scores_gemma":[9.745349e-7,0.00009285598,0.0009734,0.000001650463,0.00000349345,0.00003084428,0.00001769474,0.0005081123,0.9981919,0.000004378877,0.0001731525,0.000001666324],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971527,0.0003141759,0.001894144,0.000009086551,0.000008224798,0.000007132524,0.00002340329,0.00004586107,0.000545401],"genre_scores_gemma":[0.9979274,0.0001354469,0.001006092,0.000007066649,0.000001857737,0.000006204132,0.00002550549,0.000009853039,0.0008804939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007808871,"threshold_uncertainty_score":0.002612293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385094784604484,"score_gpt":0.283317715080421,"score_spread":0.2694667672343762,"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."}}