{"id":"W2746052578","doi":"","title":"Practical guidance for seismically restraining piping and ductwork","year":2004,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piping; Isolator; Structural engineering; Engineering; Damper; Limit (mathematics); Moment (physics); Connection (principal bundle); Forensic engineering; Mechanical engineering; Electrical engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00181495,0.0009670588,0.000389932,0.001666366,0.001832397,0.0009497061,0.001607063,0.003949924,0.08441685],"category_scores_gemma":[0.005657815,0.0008307889,0.0003053798,0.0007375164,0.0008820574,0.001302022,0.001229162,0.001820063,0.03088426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008792526,"about_ca_system_score_gemma":0.005519077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0168296,"about_ca_topic_score_gemma":0.06967869,"domain_scores_codex":[0.9982804,0.0003365641,0.0001039836,0.00008711673,0.001056991,0.0001349645],"domain_scores_gemma":[0.9974789,0.0007067836,0.0001868048,0.0002591638,0.001107479,0.0002608107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008145611,0.0003408333,0.001376943,0.0003640518,0.000003467328,0.001208695,0.000942389,0.01400228,0.02330016,0.02881226,0.4508856,0.4786819],"study_design_scores_gemma":[0.00006224187,0.0001672855,0.002493943,0.0003119748,0.000004694489,0.001138463,0.000739395,0.004776004,0.002539179,0.009611115,0.9781122,0.00004349503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01115148,0.002089406,0.5437204,0.02464279,0.002272514,0.00232059,0.001449176,0.01319049,0.3991632],"genre_scores_gemma":[0.03472619,0.002658689,0.6917078,0.002890722,0.0004367741,0.001233438,0.0009724224,0.0007659391,0.264608],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08441685,"threshold_uncertainty_score":0.2824025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336426551232635,"score_gpt":0.2300761125787343,"score_spread":0.2167118470664079,"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."}}