{"id":"W4411698792","doi":"10.1002/9781119909668.ch34","title":"In‐The‐Ditch Pipeline Inspection","year":2025,"lang":"en","type":"other","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Ditch; Pipeline (software); Environmental science; Marine engineering; Computer science; Petroleum engineering; Geology; Forensic engineering; Engineering; Biology; Operating system; Ecology","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":[0.0003776129,0.0005082689,0.0002575262,0.001242329,0.0005987601,0.001019764,0.0007798935,0.0004529894,0.02035579],"category_scores_gemma":[0.0007430419,0.0002172621,0.0001626837,0.0009473338,0.0004123826,0.0006894101,0.00111089,0.0003656611,0.004994475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193047,"about_ca_system_score_gemma":0.001482341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01054733,"about_ca_topic_score_gemma":0.02055436,"domain_scores_codex":[0.9994005,0.00005539583,0.00001815674,0.00007967594,0.000384533,0.00006179191],"domain_scores_gemma":[0.9995543,0.00006770956,0.00004861265,0.00006677403,0.0002357538,0.00002668549],"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":[0.0002088214,0.000143791,0.01365392,0.0008063709,0.00001409225,0.0006434874,0.0008128085,0.006851219,0.09667932,0.016483,0.05724403,0.8064591],"study_design_scores_gemma":[0.00001290768,0.0002196878,0.02778413,0.0003058484,0.00002975656,0.00127785,0.0009607546,0.01817681,0.1573873,0.00478988,0.788999,0.00005611704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.088845,0.003144828,0.2058426,0.001408294,0.0004728418,0.0005119284,0.002365283,0.005093263,0.6923159],"genre_scores_gemma":[0.4531174,0.005051394,0.0737475,0.0004148252,0.00009440982,0.00008978697,0.002386984,0.0006161289,0.4644815],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02035579,"threshold_uncertainty_score":0.06809688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008070926874887521,"score_gpt":0.2444553631816585,"score_spread":0.236384436306771,"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."}}