{"id":"W1966105912","doi":"10.1061/(asce)1076-0342(2010)16:1(73)","title":"Probability of Failure Analysis due to Internal Corrosion in Cast-Iron Pipes","year":2010,"lang":"en","type":"article","venue":"Journal of Infrastructure Systems","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Corrosion; Monte Carlo method; Cast iron; Materials science; Chlorine; Reliability (semiconductor); Metallurgy; Mathematics; Physics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007216955,0.0001869264,0.0007148088,0.0005131181,0.0000194077,0.00004250793,0.0003143412,0.0001802028,0.0001572844],"category_scores_gemma":[0.0002903493,0.0001423719,0.0002413896,0.0007038129,0.00004115978,0.0001583921,0.00004610138,0.0007019984,0.000002211588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304111,"about_ca_system_score_gemma":0.00005220783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008893548,"about_ca_topic_score_gemma":0.00097003,"domain_scores_codex":[0.9981238,0.00008290633,0.001087214,0.0001493579,0.0003634053,0.0001933751],"domain_scores_gemma":[0.998769,0.00008905747,0.0003071761,0.0003358873,0.0003063598,0.0001925251],"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":[0.0001395011,0.00002474538,0.2850693,0.0004176314,0.00006723207,0.00003828426,0.001567157,0.1819904,0.5269393,0.00008738149,0.001159677,0.002499279],"study_design_scores_gemma":[0.001778033,0.0004813146,0.9088282,0.0005858584,0.0003568282,0.001097709,0.001713779,0.05003212,0.02990461,0.0004821725,0.004029922,0.0007094242],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863269,0.00006897758,0.01138203,0.00004879399,0.001767852,0.0002067828,0.00001969093,0.00001990856,0.0001590312],"genre_scores_gemma":[0.9981431,0.000002489596,0.001641768,0.000009238068,0.0001751082,0.000002883834,0.000001504442,0.00001347503,0.00001044297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6237589,"threshold_uncertainty_score":0.5805759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005195683577060612,"score_gpt":0.2091585929531193,"score_spread":0.2039629093760587,"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."}}