{"id":"W3205788484","doi":"10.1038/d41586-021-02760-8","title":"Make electric vehicles lighter to maximize climate and safety benefits","year":2021,"lang":"en","type":"article","venue":"Nature","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":135,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Environmental science; Aeronautics; Engineering","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":[0.0001778392,0.0004595739,0.0001819348,0.000466998,0.0004319627,0.0008375871,0.0004574448,0.0005321312,0.0108705],"category_scores_gemma":[0.000669169,0.0001453887,0.0002640532,0.0003463112,0.0004658232,0.001195216,0.0006262198,0.0004951233,0.002511649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301272,"about_ca_system_score_gemma":0.0005475575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195492,"about_ca_topic_score_gemma":0.003450257,"domain_scores_codex":[0.9998449,0.00001699434,0.00000451145,0.00002593235,0.0000731749,0.00003448471],"domain_scores_gemma":[0.9997516,0.00003177462,0.00005663953,0.00002550476,0.0001009428,0.00003358797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005719056,0.0008679905,0.01075586,0.0009558077,0.000216129,0.0003659297,0.0005312659,0.03229932,0.4903586,0.1022772,0.01730756,0.3434924],"study_design_scores_gemma":[0.0002735617,0.001092681,0.03190456,0.0002684421,0.0004952698,0.0007818632,0.002705407,0.02215832,0.4120978,0.1548277,0.3732662,0.0001282822],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6368118,0.001419982,0.1053215,0.006918841,0.001242371,0.0001250282,0.0003982537,0.0009846789,0.2467775],"genre_scores_gemma":[0.9298329,0.0009499749,0.01529147,0.0009320659,0.0001614529,0.00003989599,0.0001879281,0.0002572316,0.05234706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0108705,"threshold_uncertainty_score":0.03636539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003167529736491433,"score_gpt":0.1911933054698077,"score_spread":0.1880257757333163,"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."}}