{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008565282,0.0001517878,0.0001356059,0.0002871795,0.00001016402,0.0000136848,0.0001906675,0.0001668285,0.0007225877],"category_scores_gemma":[0.00003383574,0.0001237001,0.00002596531,0.0002496232,0.00002026326,0.00002169094,0.0000188692,0.0002605157,0.0000715945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006607056,"about_ca_system_score_gemma":0.00001246578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005875073,"about_ca_topic_score_gemma":0.0004241188,"domain_scores_codex":[0.9995511,0.00001478498,0.0001175727,0.0001238729,0.00008108454,0.0001115459],"domain_scores_gemma":[0.9996628,0.0000387712,0.00001784301,0.000261817,0.000009688147,0.000009064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[2.601882e-7,0.000005306149,0.00006315305,0.00005695136,0.00000563516,0.000004751805,0.00001158612,0.000001406316,0.00004250513,0.01821722,0.9812639,0.0003272591],"study_design_scores_gemma":[0.0002581184,0.00002514349,0.0005544779,0.0006938563,0.00003281179,0.0000245976,0.00003814761,0.0006556693,0.0006121033,0.1902097,0.8062015,0.0006938933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007471175,0.000151473,0.02982944,0.00005961404,0.0003589407,0.0001941874,0.000005378629,0.00438035,0.9650131],"genre_scores_gemma":[0.002959973,0.0002312978,0.3685378,0.0003385754,0.001017701,0.0001244727,0.00002473417,0.0006587204,0.6261067],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3389064,"threshold_uncertainty_score":0.7911829,"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."}}