{"id":"W2078974002","doi":"10.1115/ipc2010-31092","title":"The Alberta Experience With Composite Pipes in Production Environments","year":2010,"lang":"en","type":"article","venue":"2010 8th International Pipeline Conference, Volume 1","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Energy Regulator","funders":"University of Calgary","keywords":"Pipeline (software); Pipeline transport; Production (economics); Mandate; Engineering; Agency (philosophy); Forensic engineering; Civil engineering; Petroleum engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001343025,0.0001697314,0.0001416744,0.00009021527,0.0001093732,0.0001132541,0.0004507398,0.00009881836,0.0006381947],"category_scores_gemma":[0.0001154041,0.0001132149,0.0000484107,0.000137198,0.0002551223,0.000257497,0.00004497109,0.0005823736,0.0001174765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004684162,"about_ca_system_score_gemma":0.00001751704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008708028,"about_ca_topic_score_gemma":0.009429164,"domain_scores_codex":[0.9989104,0.00001994453,0.0003063642,0.0002590251,0.000297102,0.0002071682],"domain_scores_gemma":[0.9994395,0.0000611007,0.00005457295,0.0002959764,0.00008905245,0.00005976026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000535086,0.0004885205,0.4977364,0.00008164175,0.0006177998,0.00002911344,0.007484521,0.064123,0.310636,0.01290841,0.01841175,0.08694774],"study_design_scores_gemma":[0.0006272966,0.00004216894,0.1896892,0.00007081505,0.00003752406,0.00005745032,0.0006248825,0.586256,0.02200509,0.001347553,0.1986307,0.0006113419],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872686,0.00003043828,0.00177077,0.002386271,0.002674059,0.0001653281,0.000009645873,0.00004971016,0.005645173],"genre_scores_gemma":[0.9836106,0.00009388936,0.0004514377,0.00003578167,0.0002372023,0.00004018392,0.00003725459,0.00001321472,0.0154804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5221329,"threshold_uncertainty_score":0.6987785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008392742604647134,"score_gpt":0.2174270867865692,"score_spread":0.2090343441819221,"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."}}