{"id":"W2093017586","doi":"10.1115/ipc2004-0328","title":"Construction and Installation of X100 Pipelines","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Pipeline transport; Pipeline (software); Work (physics); Welding; Environmental science; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004710108,0.0001220739,0.0001396669,0.0001733117,0.00002421752,0.00003239504,0.00008019695,0.00008977271,0.00002834326],"category_scores_gemma":[0.0000453504,0.0001213822,0.00002305705,0.00007967334,0.0001153042,0.0001466896,0.00002835217,0.0001048212,0.000003530531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002399918,"about_ca_system_score_gemma":0.00001875185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003307156,"about_ca_topic_score_gemma":0.00002749547,"domain_scores_codex":[0.9994322,0.000002945011,0.0002238302,0.0001282137,0.0001125275,0.000100292],"domain_scores_gemma":[0.9997205,0.00001356372,0.00003658063,0.00008111757,0.0001149498,0.000033353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006322823,0.0001179174,0.03168544,0.0004335532,0.0002864443,0.00001401388,0.0008591161,0.0940294,0.02130659,0.1811319,0.002102041,0.6679704],"study_design_scores_gemma":[0.006553119,0.000333147,0.04817074,0.0009810255,0.0001432473,0.0003823409,0.002065836,0.7435758,0.04202133,0.07767003,0.07629025,0.00181312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8603256,0.001287313,0.1305586,0.0004623405,0.0008087723,0.0001042848,0.00004376224,0.0004292205,0.005980059],"genre_scores_gemma":[0.9932655,0.0009991069,0.005413218,0.000007678683,0.0001087598,0.000004323412,0.00002798669,0.00001163394,0.0001617925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6661572,"threshold_uncertainty_score":0.4949824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007439370202765285,"score_gpt":0.1988030009330891,"score_spread":0.1913636307303238,"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."}}