{"id":"W1573064007","doi":"10.1002/9780470029558.ch7","title":"Common Control Loops","year":2006,"lang":"en","type":"other","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Gas compressor; Boiler (water heating); Pressure control; Control (management); Flow control (data); Control system; Loop (graph theory); Engineering; Control theory (sociology); Mechanical engineering; Computer science; Physics; Thermodynamics; Mathematics; Electrical engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003077335,0.000150029,0.0002815857,0.00006020627,0.00000539283,0.00001198099,0.00008936857,0.0001952872,0.002342555],"category_scores_gemma":[9.411903e-7,0.0001255216,0.00004323909,0.00003182881,0.000008368603,0.000005583671,0.000003203496,0.00007299587,0.001300344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001440357,"about_ca_system_score_gemma":0.000003172139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008854171,"about_ca_topic_score_gemma":0.0008012844,"domain_scores_codex":[0.9995708,0.00001024336,0.0001378961,0.00007027249,0.00008271856,0.0001280572],"domain_scores_gemma":[0.999722,0.00001896435,0.00002129609,0.0002040165,0.000002258821,0.00003147101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[1.013535e-7,0.000002397818,0.00005193325,0.0001107859,0.00004357642,0.000003207344,0.000004544699,0.0006694118,0.000003405357,0.0001462943,0.9980717,0.0008926978],"study_design_scores_gemma":[0.0001858916,0.000002784371,0.00001756746,0.00009091411,0.00001196501,0.000003531136,0.000003400765,0.008398087,0.00000346532,0.00001158318,0.9911157,0.0001551132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000220376,0.001055746,0.01890166,0.000008352466,0.0005824245,0.0001640779,0.00002285113,0.001150461,0.9781122],"genre_scores_gemma":[0.03190448,0.00001531754,0.00008095446,0.00004522261,0.0004638707,0.00001542974,0.00002415764,0.0004057083,0.9670449],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03190228,"threshold_uncertainty_score":0.9994773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004254355473401144,"score_gpt":0.1832588546696043,"score_spread":0.1790044991962032,"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."}}