{"id":"W1977256830","doi":"10.1061/9780784479117.170","title":"A Comparative Study of International Wind Load Standards for Pipe Rack Modules","year":2015,"lang":"en","type":"article","venue":"Structures Congress 2015","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Rack; Eurocode; Engineering; Piping; Wind engineering; Parametric statistics; Civil engineering; International standard; Construction engineering; Mechanical engineering; Structural engineering; Telecommunications","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":[0.007616271,0.0004886844,0.0004570113,0.003837191,0.001051113,0.001673814,0.0009459511,0.0005953682,0.002290067],"category_scores_gemma":[0.01836385,0.0003112564,0.0006749118,0.004004679,0.0009116369,0.001522643,0.001101551,0.0005287877,0.000536732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002356839,"about_ca_system_score_gemma":0.001498836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004427569,"about_ca_topic_score_gemma":0.01112106,"domain_scores_codex":[0.9919391,0.001726186,0.0007703874,0.0005306113,0.00473594,0.000297665],"domain_scores_gemma":[0.9797937,0.005535232,0.001829563,0.0017953,0.01079422,0.0002519359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001110656,0.0007661365,0.3762155,0.001008981,0.0001333946,0.0006255982,0.01245591,0.1072128,0.01938451,0.02409898,0.008300401,0.4486871],"study_design_scores_gemma":[0.00007267477,0.003611749,0.7846135,0.0004924628,0.0001444161,0.0006784198,0.02993642,0.06940138,0.03801756,0.004877465,0.06788769,0.0002661722],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308919,0.0002619704,0.02189352,0.0001408921,0.00005802472,0.0001910283,0.0005416728,0.0002353484,0.04578555],"genre_scores_gemma":[0.9858672,0.0002038203,0.009507099,0.00002193896,0.00001118009,0.0001281494,0.0009698549,0.000111308,0.003179518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007616271,"threshold_uncertainty_score":0.04027915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036529275219721,"score_gpt":0.322539480021487,"score_spread":0.2921741872692898,"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."}}