{"id":"W2726125226","doi":"10.2172/1325976","title":"Roots Air Management System with Integrated Expander","year":2016,"lang":"en","type":"report","venue":"","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada)","funders":"","keywords":"Automotive engineering; Gas compressor; Mechanical engineering; Fuel efficiency; Engineering; Positive displacement meter; Process engineering; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002196413,0.0005870876,0.0004763962,0.0007198594,0.0003736084,0.0005699967,0.001417654,0.0004539904,0.02999402],"category_scores_gemma":[0.0004199008,0.000281627,0.0003003239,0.0002524386,0.000228552,0.001121073,0.001047772,0.0004787947,0.007791385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005497406,"about_ca_system_score_gemma":0.0005892616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001516654,"about_ca_topic_score_gemma":0.001407761,"domain_scores_codex":[0.9995149,0.0000237052,0.00002474732,0.0001505429,0.000237074,0.00004889607],"domain_scores_gemma":[0.9998093,0.00003163808,0.00002671741,0.00003535315,0.00007860101,0.00001850114],"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":[0.001917934,0.0004568273,0.007101068,0.0007250359,0.00007292514,0.0009365895,0.0005297384,0.01160229,0.435323,0.007956518,0.06953504,0.463843],"study_design_scores_gemma":[0.00038485,0.001848254,0.008488602,0.00007231076,0.0001616372,0.001814221,0.0002315708,0.1373536,0.4661007,0.001630628,0.3816941,0.0002195812],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4764167,0.001241334,0.244281,0.00116305,0.0006098534,0.001245175,0.004681671,0.1346699,0.1356913],"genre_scores_gemma":[0.8423605,0.0002913607,0.04501665,0.0004861537,0.0001989742,0.0004059321,0.003239596,0.001193591,0.1068072],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02999402,"threshold_uncertainty_score":0.1003399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01295450967072509,"score_gpt":0.2245093616092384,"score_spread":0.2115548519385133,"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."}}