{"id":"W4387204399","doi":"10.1520/stp165020220117","title":"Performance of Aged Asphalt Shingles and Development of Climate-Dependent Durability Index","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Shingles; Durability; Asphalt; Environmental science; Forensic engineering; Accelerated aging; Engineering; Reliability engineering; Materials science; Medicine; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006797467,0.0003440957,0.0002438373,0.001099035,0.0002330972,0.0003815732,0.0003201121,0.0003199842,0.0009815674],"category_scores_gemma":[0.0009316072,0.0001699264,0.0002946437,0.0006499602,0.000260275,0.0004799192,0.0003356446,0.0003628131,0.0002759079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002578092,"about_ca_system_score_gemma":0.0001406828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001397723,"about_ca_topic_score_gemma":0.004055977,"domain_scores_codex":[0.9995864,0.00002545251,0.00004600063,0.0000880901,0.00021107,0.00004299216],"domain_scores_gemma":[0.9988403,0.0001201469,0.0002920418,0.00009655493,0.0005471094,0.0001038223],"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":[0.0003475015,0.0001584094,0.08418753,0.0002041203,0.00008171974,0.0003456625,0.000503503,0.002807721,0.8903769,0.0001488003,0.0002243427,0.02061386],"study_design_scores_gemma":[0.000005932145,0.001253152,0.4132215,0.00003547501,0.0001395193,0.0005020144,0.0006939194,0.004637653,0.5775824,0.0001327863,0.001745115,0.00005059042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971606,0.0004665668,0.001168011,0.000006201789,0.00001178494,0.00001503728,0.000274599,0.00003174781,0.0008655408],"genre_scores_gemma":[0.9979024,0.0001846207,0.0008369297,0.00001070792,0.000002613171,0.000009537222,0.0003013128,0.00001310414,0.000738828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001397723,"threshold_uncertainty_score":0.003594875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626065718199692,"score_gpt":0.2031567925410051,"score_spread":0.1868961353590082,"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."}}