{"id":"W4406062931","doi":"10.1016/j.tust.2024.106357","title":"A comprehensive review of influential factors and predictive techniques of time to failure for sewer pipes","year":2025,"lang":"en","type":"review","venue":"Tunnelling and Underground Space Technology","topic":"Water Systems and Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Engineering; Forensic engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001520438,0.001998473,0.002728473,0.004358105,0.0003234454,0.001574007,0.001752886,0.001216296,0.003678143],"category_scores_gemma":[0.00342515,0.0008584019,0.001800478,0.006547665,0.0004762772,0.002064058,0.0007409288,0.001227751,0.001300235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006627,"about_ca_system_score_gemma":0.00159284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003947958,"about_ca_topic_score_gemma":0.004572851,"domain_scores_codex":[0.9994443,0.0000967688,0.00009055759,0.0001316958,0.0002094051,0.00002722449],"domain_scores_gemma":[0.9979365,0.001426046,0.0002158577,0.00005607426,0.0003374156,0.00002820914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005906681,0.000121831,0.0006415529,0.03870413,0.0003044148,0.00006920048,0.00004437379,0.01063423,0.0009712951,0.00663158,0.01240353,0.9294147],"study_design_scores_gemma":[0.00005403138,0.0007074973,0.007514023,0.02920991,0.002490544,0.001011151,0.0001866622,0.02597825,0.004232741,0.01847087,0.909825,0.0003194043],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002936294,0.9957387,0.003014554,0.00008435047,0.0001053147,0.000009469638,0.00008199397,0.00001999666,0.0006519323],"genre_scores_gemma":[0.00264101,0.993913,0.00263985,0.00006183104,0.000194047,0.00001391102,0.0001049357,0.00000770301,0.0004236727],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004358105,"threshold_uncertainty_score":0.0123046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085338679335945,"score_gpt":0.2539020435778087,"score_spread":0.2430486567844493,"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."}}