{"id":"W4282563294","doi":"10.3390/en15124286","title":"Public Transport Decarbonization via Urban Bus Fleet Replacement in Portugal","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public transport; Greenhouse gas; Fossil fuel; Quarter (Canadian coin); Business; Sustainable transport; Sustainable development; Zero emission; Natural resource economics; Transport engineering; Engineering; Economics; Sustainability; Waste management; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003426289,0.0002894839,0.0002046635,0.0003118389,0.0005029576,0.0005474907,0.0004024434,0.0003569749,0.002321968],"category_scores_gemma":[0.0004990323,0.0001020842,0.00042989,0.0005426316,0.0002500823,0.0005435577,0.0004502735,0.0002244146,0.0003902367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009375897,"about_ca_system_score_gemma":0.001002054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01517981,"about_ca_topic_score_gemma":0.02397804,"domain_scores_codex":[0.9997758,0.00007239743,0.000008693921,0.00003164303,0.0000436345,0.00006787955],"domain_scores_gemma":[0.9998527,0.00002636715,0.00003495262,0.00003135542,0.00003137725,0.0000233824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001845228,0.001186615,0.06636435,0.0007359981,0.0001749827,0.004817624,0.001610396,0.5186532,0.02981151,0.03813303,0.01397546,0.3226916],"study_design_scores_gemma":[0.0003690059,0.002585334,0.09868825,0.0003413079,0.0003069737,0.002080189,0.0085045,0.6363845,0.04799747,0.01958895,0.1829895,0.0001639893],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453354,0.0004523338,0.01377778,0.0004659604,0.0000978177,0.00009642461,0.0002803328,0.0002799083,0.03921407],"genre_scores_gemma":[0.9927582,0.0002047839,0.003799728,0.00002009388,0.000005698839,0.000017415,0.0001251775,0.00001899559,0.003049908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01517981,"threshold_uncertainty_score":0.0301829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006803394659066364,"score_gpt":0.1711209002412126,"score_spread":0.1643175055821462,"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."}}