{"id":"W7028578912","doi":"","title":"Fatigue life enhancement of fiber metal laminate materials as a result of hole cold expansion","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Economic and Social Issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Paris' law; Aluminium; Fiber; Glass fiber; Digital image correlation; Crack closure; Expansion ratio","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005549619,0.00006272352,0.000247064,0.00002843197,0.00009363046,0.00001447443,0.0001351865,0.0000761554,0.002739142],"category_scores_gemma":[0.0001530145,0.00006125699,0.00004914264,0.00007260093,0.0001463319,0.0001033241,0.00001829888,0.00002937799,0.00006026235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002933397,"about_ca_system_score_gemma":0.00009998719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009272015,"about_ca_topic_score_gemma":0.00006479064,"domain_scores_codex":[0.9991359,0.0001216067,0.0002907742,0.0001180719,0.0001786046,0.0001550288],"domain_scores_gemma":[0.9995375,0.00004768234,0.0001784672,0.0001048262,0.0000720571,0.00005942436],"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":[0.00005243879,0.0001516022,0.00004941742,0.00001600238,0.00003134488,0.000001442395,0.0390983,0.000001699196,0.8444522,0.1087631,0.00315508,0.004227382],"study_design_scores_gemma":[0.000293458,0.0001776547,0.0005099488,0.00004963674,0.00002049603,2.54252e-8,0.004000292,0.000001453538,0.976003,0.00612865,0.01270696,0.0001084502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8531007,0.00004572596,0.000006419857,0.0007849952,0.0001110409,0.0001414635,0.0000112427,0.00001189029,0.1457866],"genre_scores_gemma":[0.9892567,0.0001233894,0.0004224803,0.0001084407,0.00009697887,0.000005407175,0.000003381449,0.000003703287,0.009979475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1361561,"threshold_uncertainty_score":0.9981725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03464085566398112,"score_gpt":0.3208814073003788,"score_spread":0.2862405516363977,"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."}}