{"id":"W4288441613","doi":"10.1061/9780784484289.025","title":"Failure Analysis of Asbestos Cement Pipe Using Recent Main Break Data","year":2022,"lang":"en","type":"article","venue":"Pipelines 2022","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Water (Canada)","funders":"","keywords":"Asbestos cement; Cement; Asbestos; Forensic engineering; Environmental science; Petroleum engineering; Geology; Materials science; Engineering; 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":[0.0007924655,0.000629526,0.0004529924,0.005817168,0.0003092032,0.0003989093,0.000537623,0.0005278018,0.001942803],"category_scores_gemma":[0.002014269,0.0002579656,0.000897109,0.002318762,0.0001984985,0.0005099198,0.0003677327,0.0003780496,0.0008542544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004064514,"about_ca_system_score_gemma":0.0002700594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01093033,"about_ca_topic_score_gemma":0.01445676,"domain_scores_codex":[0.9994757,0.00004282552,0.00005947005,0.0001040587,0.0002450529,0.00007289168],"domain_scores_gemma":[0.9970722,0.000679793,0.000904484,0.0001922323,0.000992912,0.0001582569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004387469,0.0003131626,0.8840086,0.0002634457,0.0002956054,0.000816768,0.0005378101,0.05460812,0.01798237,0.0002652136,0.001084478,0.03938569],"study_design_scores_gemma":[0.000005182645,0.0005524331,0.9583768,0.00002095513,0.00006816159,0.0003729978,0.000265038,0.03525661,0.003579611,0.00008236423,0.001389239,0.00003061263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933079,0.0001961454,0.002002968,0.0000161313,0.000007013326,0.00002467855,0.00331099,0.00008536967,0.001048766],"genre_scores_gemma":[0.9942495,0.000120468,0.0008322659,0.000003348156,0.000006699892,0.00002511905,0.003482466,0.00001331595,0.001266754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01093033,"threshold_uncertainty_score":0.0217334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02795008686789931,"score_gpt":0.2514074421038059,"score_spread":0.2234573552359066,"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."}}