{"id":"W2234560823","doi":"10.4271/2007-01-1339","title":"Preliminary Experimental Verification of an Intelligent Fuel Air Ratio Controller","year":2007,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Research Council (Canada); University of Saskatchewan","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Controller (irrigation); Automotive engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008331921,0.0006099788,0.0008716179,0.0002467234,0.0001531591,0.00006003907,0.0006471826,0.0006573589,0.0003396888],"category_scores_gemma":[0.000172965,0.0005571191,0.0003769356,0.0004691244,0.0004155553,0.0005990025,0.00009531176,0.0006013758,0.0001026017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003233399,"about_ca_system_score_gemma":0.00003897404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003064053,"about_ca_topic_score_gemma":0.004210524,"domain_scores_codex":[0.9962077,0.0001215671,0.001511348,0.0007096669,0.0007781279,0.0006715462],"domain_scores_gemma":[0.9978945,0.0003326081,0.0002203457,0.001050327,0.000125267,0.0003768996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009633005,0.000430291,0.00003527509,0.00005921752,0.00006297861,0.00001436899,0.0001112271,0.001945192,0.9818634,0.007971793,0.0003961023,0.006146885],"study_design_scores_gemma":[0.001736062,0.0022092,0.9688169,0.0001420911,0.00006411025,0.00005043164,0.0005716286,0.00003438142,0.008843395,0.0004176979,0.01638234,0.0007317698],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9020227,0.0018442,0.0001053523,0.00046972,0.0006236677,0.002649391,0.00004455307,0.004142236,0.08809819],"genre_scores_gemma":[0.9977145,0.00009438551,0.0009840244,0.0003531097,0.0001968784,0.000242645,0.00006803485,0.0001259759,0.0002204456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.97302,"threshold_uncertainty_score":0.999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144350370878586,"score_gpt":0.252707441370323,"score_spread":0.2412639376615371,"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."}}