{"id":"W2058408892","doi":"10.1115/ipc2008-64644","title":"Comparison of US and Canadian Transmission Pipeline Consensus Standards","year":2008,"lang":"en","type":"article","venue":"","topic":"Transportation Systems and Infrastructure","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Energy Regulator","funders":"Pipeline and Hazardous Materials Safety Administration","keywords":"Pipeline (software); Pipeline transport; Agency (philosophy); Hazardous waste; Safety standards; Business; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008569085,0.00007748888,0.0001738211,0.0001268954,0.0001175905,0.00001857374,0.00004064352,0.00004775321,0.0006375347],"category_scores_gemma":[0.000007554555,0.00006137482,0.00002480813,0.0001326342,0.0000543382,0.0001121217,0.000002683016,0.00004858999,0.000004124285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001022846,"about_ca_system_score_gemma":0.00007213734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.118559,"about_ca_topic_score_gemma":0.06401622,"domain_scores_codex":[0.9993572,0.000002433422,0.000250958,0.0001007743,0.000176157,0.0001125378],"domain_scores_gemma":[0.9996362,0.000006608717,0.00007677684,0.00006520635,0.0001903093,0.0000248924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003980469,0.00001740764,0.9256883,0.0001901669,0.00001251871,0.00001434071,0.0003196458,0.0001525925,0.0008265367,0.005741697,0.05760884,0.00938817],"study_design_scores_gemma":[0.000494771,0.000006313099,0.3466956,0.00002589345,0.0000135508,0.000004565341,0.0002786768,0.002216658,0.0002538756,0.00007749962,0.6498255,0.0001070619],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574262,0.0001852518,0.00136307,0.0004481897,0.0001026251,0.0001160291,0.00002464086,0.00003261165,0.04030131],"genre_scores_gemma":[0.9989024,0.000005935473,0.0003392552,0.0003345504,0.00009505468,7.744113e-7,0.00001853656,0.000007367639,0.0002961196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5922167,"threshold_uncertainty_score":0.9530631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970006808701029,"score_gpt":0.2556246056255385,"score_spread":0.2359245375385282,"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."}}