{"id":"W1960218333","doi":"10.1061/9780784479360.152","title":"Benefits of Global Standards on the Use of Optical Fiber Sensing Systems for the Impact of Construction of New Utilities and Tunnels on Existing Utilities","year":2015,"lang":"en","type":"article","venue":"Pipelines 2015","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Task (project management); Jurisdiction; Work (physics); Computer science; Task group; Working group; Engineering; Telecommunications; Engineering management; Risk analysis (engineering); Systems engineering; Business; Political science; Mechanical engineering; Law","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":[0.0003436506,0.0001582399,0.0003578596,0.00003423539,0.00002205706,0.00001280864,0.00007076094,0.00006933158,0.000003518808],"category_scores_gemma":[0.001211019,0.00009568213,0.00008142131,0.0001018545,0.0002540173,0.00008125943,0.00002330393,0.00006987937,2.711932e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009161126,"about_ca_system_score_gemma":0.00008313516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003952765,"about_ca_topic_score_gemma":0.00001051585,"domain_scores_codex":[0.9989365,0.00002894313,0.0004558837,0.0001069579,0.0003105039,0.0001612374],"domain_scores_gemma":[0.9978261,0.001140997,0.0001603719,0.0002598208,0.0005549153,0.0000577754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000422704,0.00001440048,0.0005481719,0.0002736236,0.0001430547,2.007554e-7,0.001188046,0.9754169,0.0002416984,0.006015137,0.002003186,0.01373288],"study_design_scores_gemma":[0.002424177,0.001115004,0.004552218,0.001931858,0.0002665036,0.00008817175,0.0175224,0.9473472,0.01920182,0.003597094,0.001463141,0.0004904185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901198,0.001353327,0.006676778,0.0000456824,0.0002740058,0.0003454073,0.0007576644,0.00002851501,0.0003988488],"genre_scores_gemma":[0.9952859,0.00005481706,0.004468435,0.000002087688,0.0001028314,0.000001646058,0.000002947027,0.00001943255,0.00006184656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02806971,"threshold_uncertainty_score":0.3901804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292124628275979,"score_gpt":0.328897016830756,"score_spread":0.1996845540031581,"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."}}