{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003179596,0.0001583982,0.0003042701,0.0003370202,0.0001214215,0.00001600896,0.0005357757,0.00004540323,0.00119658],"category_scores_gemma":[0.00004465452,0.0001743844,0.00009186296,0.001437977,0.00002094697,0.00006334265,0.0003620582,0.0002792002,0.000001073346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000135741,"about_ca_system_score_gemma":0.00003314608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001568601,"about_ca_topic_score_gemma":0.0001266586,"domain_scores_codex":[0.9986975,0.0000457138,0.0003524793,0.0002547447,0.0003948978,0.0002547062],"domain_scores_gemma":[0.9990075,0.00004968515,0.0000496727,0.0007920646,0.00003137129,0.0000696669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005326488,0.00002456733,0.00006307736,0.00002976244,0.0003762449,0.000005937618,0.00007851222,0.9879685,0.004878595,0.0002065661,0.003674876,0.00268801],"study_design_scores_gemma":[0.0001504394,0.00001601495,0.0002258245,0.000004341862,0.0004971789,0.000008588767,0.0003385184,0.7613325,0.0001425865,0.00008106747,0.2369917,0.0002113275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4206842,0.007892856,0.5570167,0.001852822,0.003610016,0.0009973489,0.003748359,0.00187798,0.002319642],"genre_scores_gemma":[0.9952747,0.0002407033,0.003492976,0.00004620529,0.00009102042,0.00001636225,0.0006588988,0.00003708302,0.0001420191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5745905,"threshold_uncertainty_score":0.9997165,"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."}}