{"id":"W2140031525","doi":"10.1177/1475921712469994","title":"Acoustic emission monitoring of interlaminar delamination onset in carbon fibre composites","year":2013,"lang":"en","type":"article","venue":"Structural Health Monitoring","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Université de Sherbrooke","funders":"","keywords":"Acoustic emission; Materials science; Delamination (geology); Composite material; Fracture toughness; Fracture mechanics; Fracture (geology); Strain energy release rate; Envelope (radar)","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":[0.0001232686,0.0002346069,0.0003598744,0.0002094537,0.00005760658,0.00003132858,0.0002226721,0.0001159559,0.00001200091],"category_scores_gemma":[0.00002801702,0.0002333449,0.00004793958,0.0002610286,0.00002287707,0.0002288573,0.00006121195,0.0003607319,0.000003482338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003948724,"about_ca_system_score_gemma":0.00002255044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004455961,"about_ca_topic_score_gemma":0.000004767196,"domain_scores_codex":[0.9983678,0.00006036896,0.0006209296,0.0002163136,0.0002859612,0.0004485875],"domain_scores_gemma":[0.9992689,0.0001375083,0.0001092911,0.0002397912,0.00007289688,0.0001715572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001253576,0.000009912697,0.3516158,0.0006066091,0.000009461831,0.000004321089,0.0007248715,0.005568077,0.6032389,0.000006975455,0.000008310742,0.03819419],"study_design_scores_gemma":[0.0002754078,0.0001388146,0.5978224,0.0009594259,0.000007507053,0.00001092836,0.0003351928,0.03031697,0.3697052,0.0001980586,0.000002054728,0.0002280166],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970334,0.0007886427,0.00009336115,0.00004689656,0.001442485,0.0003746063,0.000003891513,0.0001796521,0.0000370403],"genre_scores_gemma":[0.995737,0.00005979009,0.003908965,0.000001808776,0.0001986336,0.00003394962,0.000007291489,0.00004021547,0.00001230102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2462066,"threshold_uncertainty_score":0.9515528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530500179710288,"score_gpt":0.2855425097728438,"score_spread":0.2702375079757409,"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."}}