{"id":"W4247126818","doi":"10.1002/9781119701675.ch3","title":"Common Thermofluid Devices","year":2021,"lang":"en","type":"other","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Ball valve; Globe valve; Gate valve; Piping; Control valves; Valve timing; Mechanical engineering; Engineering; Materials science","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":[],"category_scores_codex":[0.00001413196,0.0001838173,0.0002064105,0.0001164231,0.00000610787,0.00001851543,0.0001635166,0.0002860224,0.003949924],"category_scores_gemma":[0.000003082233,0.0001632005,0.00004248087,0.0000926344,0.00001388831,0.000006489223,0.00003124104,0.0001723338,0.0001033813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001351947,"about_ca_system_score_gemma":0.000003328729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002897467,"about_ca_topic_score_gemma":0.0001255885,"domain_scores_codex":[0.9996035,0.000002606373,0.00007502953,0.000108707,0.00006425053,0.0001458861],"domain_scores_gemma":[0.9996523,0.00001102026,0.000008413439,0.0003048617,0.000003190824,0.00002023913],"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":[7.163064e-8,0.000003043184,0.0000387405,0.0002381516,0.0001102749,0.00001881757,0.00000626225,0.0001961489,0.0001640646,0.001017828,0.9873543,0.01085232],"study_design_scores_gemma":[0.00003107228,0.000003618665,0.00003903453,0.000152205,0.000008654355,0.000003440759,0.00002156284,0.0005691042,0.001200731,0.0000220341,0.9977246,0.0002239527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006946892,0.01901693,0.001054273,0.00001529622,0.0005343301,0.00004583935,0.000005709465,0.007079177,0.972179],"genre_scores_gemma":[0.03306321,0.001775124,0.002282432,0.00002092502,0.0002501948,0.00002017142,0.00005393717,0.0008972477,0.9616368],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03299374,"threshold_uncertainty_score":0.9969606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007879445353060736,"score_gpt":0.1993873656401879,"score_spread":0.1915079202871272,"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."}}