{"id":"W4385351025","doi":"10.1080/00423114.2023.2237280","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Vehicle System Dynamics","topic":"Vehicle Dynamics and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002794051,0.0001951473,0.0002658486,0.0001514481,0.00009440087,0.00007764209,0.0002590373,0.0001332657,0.000006243336],"category_scores_gemma":[0.000006095048,0.000199482,0.00009591239,0.000634659,0.00001761324,0.0001017475,0.00004503983,0.0001438223,0.001164301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003197385,"about_ca_system_score_gemma":0.00001407354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004662566,"about_ca_topic_score_gemma":0.00009090859,"domain_scores_codex":[0.9987058,0.00003401257,0.0003347387,0.0002161578,0.0002471005,0.0004622021],"domain_scores_gemma":[0.9993548,0.00004151122,0.00003673922,0.0004046806,0.00004348388,0.0001187263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002343359,0.00003647704,0.01620028,0.002504136,0.0004228275,0.0002482059,0.0006514129,0.786413,0.01129028,0.130476,0.005858492,0.04587545],"study_design_scores_gemma":[0.0003037931,0.00001481361,0.002906183,0.00006600074,0.00001041047,0.00001693718,0.0004928093,0.9943174,0.00002245169,0.00003964219,0.001582883,0.0002267326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438321,0.0001669796,0.00808563,0.00009471077,0.001768864,0.000447645,0.0001161345,0.006230571,0.03925737],"genre_scores_gemma":[0.9980327,0.00001853865,0.00003603418,0.000008408867,0.0001457702,0.00007117211,0.00005014834,0.00008627908,0.001550908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2079044,"threshold_uncertainty_score":0.9996134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004075533402971625,"score_gpt":0.1714530100962949,"score_spread":0.1673774766933233,"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."}}