{"id":"W3209009178","doi":"","title":"Development of a Control System for a P4 Parallel-Through-The-Road Hybrid Electric Vehicle","year":2019,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Electric and Hybrid Vehicle Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University; U.S. Department of Energy","keywords":"Control (management); Electric vehicle; Automotive engineering; Engineering; Computer science; Transport engineering; Physics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.00007751484,0.0003591445,0.0005480351,0.0001852711,0.0001391254,0.00002772998,0.0006109977,0.0002372678,0.0004018466],"category_scores_gemma":[0.000008072378,0.0003452693,0.0001847575,0.0004724029,0.00002326857,0.0001216333,0.00002833296,0.0003300198,0.00004242774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003523312,"about_ca_system_score_gemma":0.0001732078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003684956,"about_ca_topic_score_gemma":0.00009921052,"domain_scores_codex":[0.9986423,0.00002546533,0.0003503742,0.000321632,0.000207975,0.0004522887],"domain_scores_gemma":[0.9992601,0.0000799597,0.0002010888,0.0003084422,0.0001126918,0.00003770311],"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":[0.0008135865,0.0000745808,0.0001451985,0.004216235,0.001449958,0.00004798788,0.001104046,0.003830025,0.01040199,0.004853574,0.001631116,0.9714317],"study_design_scores_gemma":[0.01142966,0.0006278712,0.001564321,0.001504006,0.001604052,0.00003524667,0.01482909,0.08809218,0.1563224,0.0001986355,0.7207791,0.003013457],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5086989,0.005491385,0.08754735,0.00007035072,0.001392097,0.005232272,0.0001517236,0.002818416,0.3885975],"genre_scores_gemma":[0.8992124,0.00008714366,0.002233163,0.00001172761,0.00004131655,0.00002690875,0.0001034567,0.0000949358,0.09818891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9684182,"threshold_uncertainty_score":0.9998999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008516411462675946,"score_gpt":0.1856330152387496,"score_spread":0.1771166037760736,"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."}}