{"id":"W3184911564","doi":"10.1201/9781003189305-22","title":"Plumbing/Piping/Tubing Failures","year":2021,"lang":"en","type":"book-chapter","venue":"Forensic engineering","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piping; Forensic engineering; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001837937,0.00110886,0.000415089,0.001157495,0.0009192896,0.001589006,0.0007531465,0.0007824748,0.06401447],"category_scores_gemma":[0.0004372652,0.0003352472,0.0003568514,0.001296422,0.0005410141,0.001639896,0.001038614,0.001283518,0.03998811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007123543,"about_ca_system_score_gemma":0.0005946916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001943131,"about_ca_topic_score_gemma":0.00301085,"domain_scores_codex":[0.9996817,0.00002187239,0.00001366243,0.00004351246,0.0002119434,0.00002738367],"domain_scores_gemma":[0.9998196,0.00005002352,0.00002079533,0.00001728682,0.00007986732,0.00001253346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004200074,0.00008299333,0.0003585184,0.001024964,0.000004725376,0.0007383883,0.0007723059,0.002298158,0.006986171,0.03567361,0.3166605,0.6353577],"study_design_scores_gemma":[0.000001064018,0.00002466936,0.0002797075,0.0002528919,0.000002365413,0.0006527691,0.00009009678,0.0003102349,0.001671434,0.00270322,0.9940048,0.000006734272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006567013,0.03886609,0.01622866,0.001045303,0.003524158,0.0002055162,0.0006284981,0.00118638,0.9317485],"genre_scores_gemma":[0.0135174,0.027777,0.00578261,0.000592674,0.0004201872,0.00005563827,0.0005492332,0.0003497937,0.9509555],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06401447,"threshold_uncertainty_score":0.2141497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006262319571753639,"score_gpt":0.166046947625131,"score_spread":0.1597846280533774,"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."}}