{"id":"W3099345050","doi":"10.1080/23311916.2020.1799909","title":"Self-healing of structural carbon fibres in polymer composites","year":2020,"lang":"en","type":"article","venue":"Cogent Engineering","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"Engineering and Physical Sciences Research Council","keywords":"Self-healing; Materials science; Composite material; Reinforced carbon–carbon; Delamination (geology); Carbon fibers; Epoxy; Polymer; Structural material; Composite number; Geology","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":[0.00007775365,0.0001560502,0.0002723137,0.00007536175,0.0000313224,0.00003016556,0.0002084373,0.00004873845,0.0000319192],"category_scores_gemma":[0.0000256573,0.0001570425,0.00005207246,0.0002058039,0.00001525699,0.00008825061,0.00009227979,0.0001026463,0.000004078386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003334936,"about_ca_system_score_gemma":0.00002206478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001365353,"about_ca_topic_score_gemma":0.000002655858,"domain_scores_codex":[0.9989244,0.00002186749,0.0003389409,0.0002281442,0.0001769556,0.0003097297],"domain_scores_gemma":[0.9995742,0.00008778756,0.00006392616,0.0001321069,0.00001992584,0.0001220226],"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":[0.00001443412,0.000007766106,0.002899106,0.0002076244,0.000008306168,0.000008096457,0.001054159,0.02419412,0.9712927,0.0002330579,0.00000190896,0.00007877217],"study_design_scores_gemma":[0.0001581387,0.00003318316,0.0005676014,0.00005241461,0.000009542048,0.00000385323,0.00002851623,0.3174824,0.6814846,0.000003539065,0.00004732401,0.000128852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896338,0.008701457,0.0008594786,0.0001777773,0.0002940469,0.00009182603,0.00001102345,0.0001567314,0.00007383976],"genre_scores_gemma":[0.9946665,0.00001245034,0.005108177,0.00005867735,0.0001224969,0.000004057966,0.000004085035,0.00002172827,0.000001814474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2932883,"threshold_uncertainty_score":0.6404007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002289809114408,"score_gpt":0.2088250609811067,"score_spread":0.1988021628899626,"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."}}