{"id":"W4385886219","doi":"10.55274/r0011585","title":"PR-015-17606-R03 Flow Conditioner Swirl Reduction Testing","year":2019,"lang":"en","type":"report","venue":"","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conditioners; Flow (mathematics); Air conditioning; Conditioning; Environmental science; Materials science; Engineering; Mechanics; Mechanical engineering; Physics; Mathematics; Environmental engineering; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000465865,0.0003697005,0.0005056095,0.0003312379,0.00006937999,0.0000867411,0.0001445019,0.0003436767,0.001510587],"category_scores_gemma":[0.0001557843,0.0003459417,0.000235646,0.0004079598,0.00002165693,0.0001662026,0.0000243753,0.0004279279,0.0008024818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003997528,"about_ca_system_score_gemma":0.0001798219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001017876,"about_ca_topic_score_gemma":0.00002686607,"domain_scores_codex":[0.9979352,0.00001880686,0.0004954505,0.0003592945,0.0008654824,0.0003257662],"domain_scores_gemma":[0.9988664,0.00003083305,0.0001086118,0.0004299069,0.0004839996,0.00008022661],"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":[0.000003083443,0.00005521145,0.000901543,0.001630521,0.001492626,0.00002289037,0.00007800929,0.1292951,0.01789265,0.0000221039,0.8124242,0.03618209],"study_design_scores_gemma":[0.0008432593,0.0001001526,0.001224763,0.001422953,0.002245173,0.0002628198,0.0002074947,0.3416736,0.008897843,0.0001794532,0.639694,0.003248427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002722481,0.001483854,0.004320265,0.00005621372,0.005983246,0.0004234379,0.00004894646,0.001497751,0.9834638],"genre_scores_gemma":[0.62349,0.001211875,0.01263685,0.00004618056,0.009349019,0.0001625473,0.003238589,0.000571205,0.3492938],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.63417,"threshold_uncertainty_score":0.9999755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06537941799280379,"score_gpt":0.2441055110517842,"score_spread":0.1787260930589804,"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."}}