{"id":"W7034351848","doi":"","title":"Sustainable transportation from a life cycle perspective: A case study of electrifying public transportation in Saskatoon, Canada","year":2024,"lang":"en","type":"dissertation","venue":"Skemman","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Landsvirkjun","keywords":"Electrification; Life-cycle assessment; Greenhouse gas; Public transport; Electricity; Sustainable transport; Environmental impact assessment","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":[0.0005845816,0.0006529164,0.0002676392,0.001148761,0.006947791,0.002383318,0.001295748,0.001056167,0.002749067],"category_scores_gemma":[0.0009987768,0.0002100949,0.0004656951,0.004415655,0.002160714,0.000687627,0.00123858,0.001016568,0.0002208705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06625291,"about_ca_system_score_gemma":0.04765331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9900575,"about_ca_topic_score_gemma":0.9967788,"domain_scores_codex":[0.9991591,0.0001979203,0.00001903639,0.00006034921,0.0001676196,0.000396045],"domain_scores_gemma":[0.9991289,0.0001878693,0.00004523661,0.00002873975,0.0003513158,0.0002579505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000854812,0.002112254,0.3775792,0.001067183,0.0004165995,0.06628598,0.06430592,0.2369522,0.01131104,0.08724237,0.03171612,0.1201564],"study_design_scores_gemma":[0.000223505,0.0006508342,0.2345198,0.0005816895,0.0002333823,0.002093927,0.5280077,0.1060547,0.004333343,0.006546108,0.1164301,0.0003248263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732845,0.0002669788,0.0007885401,0.001072887,0.00001706799,0.0002205424,0.000689085,0.00001351066,0.02364701],"genre_scores_gemma":[0.9878991,0.0006206656,0.00125888,0.0001687729,0.000003015749,0.00005345848,0.0003461773,0.000009965148,0.009639893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06625291,"threshold_uncertainty_score":0.4807007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336789728823107,"score_gpt":0.2928127820540561,"score_spread":0.279444884765825,"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."}}