{"id":"W4413363263","doi":"10.1002/prs.70012","title":"Experimental evaluation of restricted lift effects on pressure relief valve stability and system dynamics","year":2025,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Relief valve; Lift (data mining); Control theory (sociology); Dynamics (music); Engineering; Mechanics; Computer science; Mechanical engineering; Physics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005971516,0.0001905895,0.0003402451,0.00008709202,0.00006817592,0.00002520896,0.0001424908,0.0001351304,0.000005166145],"category_scores_gemma":[0.00009958932,0.0001731515,0.00005164886,0.0002951488,0.0000535288,0.00008886368,0.00003107907,0.0001224636,0.000001866921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001864318,"about_ca_system_score_gemma":0.00006511083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000100078,"about_ca_topic_score_gemma":0.000002285121,"domain_scores_codex":[0.9984883,0.0001753884,0.0004185492,0.0002540463,0.0004765069,0.0001871954],"domain_scores_gemma":[0.999195,0.000167121,0.0000897542,0.0002919782,0.000200541,0.00005560222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002030861,0.002257042,0.16345,0.272337,0.004484726,0.00001380951,0.02884921,0.2514274,0.006234944,0.02152474,0.0009634045,0.2464267],"study_design_scores_gemma":[0.001369435,0.0001386859,0.01164217,0.00213748,0.0002328912,0.000004123336,0.001171603,0.9454641,0.03743419,0.00007702738,0.0001029088,0.0002254273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682345,0.01427527,0.001938303,0.00006095803,0.0006525731,0.002530064,0.00003927532,0.0004767478,0.01179226],"genre_scores_gemma":[0.9994555,0.00000876701,0.00009230647,0.000004833543,0.00003087634,0.0003573878,0.00002038727,0.00002074669,0.000009233707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6940366,"threshold_uncertainty_score":0.7060915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009466558129689676,"score_gpt":0.2673757355435096,"score_spread":0.2579091774138199,"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."}}