{"id":"W4405184383","doi":"10.1016/j.sftr.2024.100406","title":"Micromobility as a catalyst for sustainable urban transportation: A backcasting approach on decarbonisation and energy consumption","year":2024,"lang":"en","type":"article","venue":"Sustainable Futures","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"OeAD-GmbH; Kementerian Pendidikan dan Kebudayaan; Österreichische Forschungsförderungsgesellschaft; European Commission; Bundesministerium für Klimaschutz, Umwelt, Energie, Mobilität, Innovation und Technologie","keywords":"Backcasting; Energy consumption; Consumption (sociology); Business; Environmental economics; Environmental science; Economics; Sustainability; Engineering; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00104419,0.0002006759,0.000214136,0.0001661144,0.001233632,0.0004868892,0.0001545406,0.0001862103,0.00007397749],"category_scores_gemma":[0.000140086,0.000191247,0.0001166063,0.0004153455,0.0002944765,0.0006903331,0.000009989787,0.0001463853,0.000001645111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003359537,"about_ca_system_score_gemma":0.0005466904,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01037414,"about_ca_topic_score_gemma":0.001611254,"domain_scores_codex":[0.9980453,0.0001011787,0.0002914804,0.0006174697,0.0002875686,0.0006569484],"domain_scores_gemma":[0.9990733,0.0002163973,0.00006855978,0.0001918275,0.0003028652,0.0001470041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003673406,0.00022635,0.02071952,0.003913025,0.00008753407,0.000138902,0.05081592,0.00007036673,0.00009519157,0.9139498,0.003922509,0.005693479],"study_design_scores_gemma":[0.001338173,0.0003927463,0.04180682,0.000156018,0.000363074,0.000003510332,0.3292923,0.0008406576,0.001189769,0.08532601,0.5382088,0.001082156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739482,0.003959769,0.001901471,0.0006195825,0.0001966253,0.000962881,0.00002715414,0.0003240653,0.01806028],"genre_scores_gemma":[0.9816255,0.00005655216,0.0002413543,0.00009352504,0.0004913852,0.0002606479,0.0002083576,0.00002395489,0.01699872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8286238,"threshold_uncertainty_score":0.9962159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449015175353466,"score_gpt":0.2873758355792581,"score_spread":0.2728856838257234,"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."}}