{"id":"W7033501639","doi":"","title":"Risk approach to examine strategies for extending the residual life of large pipes","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"Paleopathology and ancient diseases","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"American Water Works Association Research Foundation","keywords":"Fuzzy logic; Risk management; Scheduling (production processes); Residual; Risk model; Risk assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002951782,0.00008052037,0.0001176845,0.00004385909,0.0003555299,0.00005041246,0.0001502959,0.00002111738,0.0003030672],"category_scores_gemma":[0.0001076456,0.00005186776,0.00005585975,0.00002126638,0.0001418293,0.0001243124,0.00002712597,0.00005840792,0.00001600212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003841817,"about_ca_system_score_gemma":0.00003426227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004171489,"about_ca_topic_score_gemma":0.00009756105,"domain_scores_codex":[0.9993814,0.00004548185,0.0001428598,0.0001346386,0.00009287593,0.0002027883],"domain_scores_gemma":[0.9995865,0.0001163567,0.00006146741,0.0001410886,0.00004796357,0.00004666064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006581644,0.0002496486,0.0008780133,0.00004118632,0.00002539366,4.902175e-7,0.01913953,0.00006683796,0.0005857827,0.9517385,0.0250707,0.002138057],"study_design_scores_gemma":[0.001774111,0.0004617336,0.03802428,0.00007172022,0.000260566,0.000003518444,0.0822807,0.001375503,0.001347034,0.06207227,0.8117487,0.0005798228],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7795159,0.000548734,0.001258479,0.0005801994,0.000133962,0.0003040916,0.0004589316,0.00005154911,0.2171482],"genre_scores_gemma":[0.9960458,0.00001637984,0.0006706998,0.0004333119,0.0007377125,0.00006067993,0.00001351391,0.000007226914,0.002014627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8896663,"threshold_uncertainty_score":0.3318374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04396728260839509,"score_gpt":0.2700019557320542,"score_spread":0.2260346731236591,"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."}}