{"id":"W4385721135","doi":"10.1061/9780784485026.037","title":"University of Alberta: Large Diameter Twin Raw Water Intake Pipeline Inspection, Condition Assessment, and Rehabilitation","year":2023,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Pipeline (software); Rehabilitation; Pipeline transport; Environmental science; Petroleum engineering; Geology; Engineering; Medicine; Environmental engineering; Physical therapy; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008488034,0.0005943029,0.0002275283,0.001496219,0.002202205,0.00105607,0.0009117816,0.0005611246,0.01301183],"category_scores_gemma":[0.000682865,0.0004509314,0.0001830191,0.001197994,0.0004856583,0.0003372173,0.0008784851,0.0004897679,0.002182317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007117983,"about_ca_system_score_gemma":0.02051683,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6779294,"about_ca_topic_score_gemma":0.8940601,"domain_scores_codex":[0.9991481,0.00003399384,0.00001519875,0.00008783735,0.0005879654,0.0001268442],"domain_scores_gemma":[0.9988579,0.00003074075,0.00003513771,0.00005018583,0.0008452396,0.0001809308],"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":[0.001181008,0.001090906,0.09181149,0.0003545401,0.00004223388,0.003663693,0.002096417,0.0129009,0.1252393,0.003319876,0.1026325,0.6556671],"study_design_scores_gemma":[0.0001712759,0.001490057,0.6074793,0.0001794634,0.00006201912,0.002479352,0.005151139,0.02955685,0.06864705,0.001930677,0.2826455,0.0002074625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.61023,0.001440917,0.07914984,0.002459157,0.0003317941,0.002968585,0.006450447,0.009542702,0.2874266],"genre_scores_gemma":[0.7452078,0.0006745167,0.06720088,0.0002879385,0.00003251342,0.0002131037,0.002267926,0.0002298043,0.1838855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6779294,"threshold_uncertainty_score":0.6479347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004224863354234408,"score_gpt":0.2094180698065965,"score_spread":0.2051932064523621,"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."}}