{"id":"W2057410866","doi":"10.5539/mas.v1n2p12","title":"Design Concept for Future Autos","year":2007,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Control (management); Power (physics); Energy (signal processing); Risk analysis (engineering); Computer security; Automotive engineering; Business; Artificial intelligence; Engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007836329,0.0005806233,0.0002752786,0.0004350678,0.0007177175,0.001326058,0.0008287904,0.001121876,0.01071763],"category_scores_gemma":[0.0005102961,0.0002796452,0.0004670689,0.0001614626,0.001025359,0.001210348,0.0007957148,0.0007831894,0.003993964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006277463,"about_ca_system_score_gemma":0.0010763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006864786,"about_ca_topic_score_gemma":0.0007672372,"domain_scores_codex":[0.9994531,0.00009539512,0.00002946732,0.00008990364,0.0002799992,0.00005209971],"domain_scores_gemma":[0.999626,0.00002840022,0.00002797387,0.00004405719,0.0002129708,0.00006052638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001204751,0.0001084271,0.0009637297,0.000621765,0.00003006271,0.0007087948,0.001750105,0.01741929,0.04883162,0.7333212,0.02452511,0.1715995],"study_design_scores_gemma":[0.0000720298,0.0009746017,0.0009290991,0.0002503636,0.00005389661,0.002028266,0.0007608904,0.0445748,0.01622365,0.07770018,0.8563481,0.00008405186],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01418107,0.00101438,0.8010447,0.001710986,0.001285841,0.0003691741,0.0001044161,0.001056703,0.1792328],"genre_scores_gemma":[0.290827,0.001674251,0.4482556,0.001341487,0.0004386419,0.001045765,0.0002373645,0.0002313097,0.2559486],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01071763,"threshold_uncertainty_score":0.03585404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0239001758753779,"score_gpt":0.269169938714924,"score_spread":0.245269762839546,"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."}}