{"id":"W3169194934","doi":"10.17645/up.v6i2.3911","title":"Flying Less for Work and Leisure? Co-Designing a City-Wide Change Initiative in Geneva","year":2021,"lang":"en","type":"article","venue":"Urban Planning","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université de Genève","keywords":"General partnership; Variety (cybernetics); Public relations; Value (mathematics); Psychological intervention; Legislation; Work (physics); Quarter (Canadian coin); Political science; Typology; Sociology; Business; Engineering; Psychology; Geography; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005935897,0.0001218626,0.0002660944,0.00007367259,0.0010878,0.0001165335,0.00008882117,0.0001054704,0.00001518057],"category_scores_gemma":[0.0006120293,0.000137891,0.00004777616,0.0003584763,0.0001538126,0.0001943368,0.00004469765,0.0001589235,0.000001596733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001587421,"about_ca_system_score_gemma":0.00009767219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005772162,"about_ca_topic_score_gemma":0.001253418,"domain_scores_codex":[0.9987843,0.0001629854,0.0001725765,0.0002627482,0.0001966746,0.0004207413],"domain_scores_gemma":[0.9988447,0.0008608795,0.0000757197,0.00005886245,0.00007698238,0.00008283135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001422742,0.00001809968,0.722076,0.00002108086,0.00003025058,0.00005399705,0.2643338,0.000003351992,0.00001590331,0.003839341,0.006849863,0.002744104],"study_design_scores_gemma":[0.002143841,0.00009913541,0.3687966,0.001080487,0.00007367284,0.000001681331,0.2385144,0.0001022831,0.0004966841,0.004938557,0.3826112,0.001141463],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9064861,0.03757015,0.00489795,0.002219361,0.0008595573,0.001079034,0.00003223049,0.0001796127,0.04667601],"genre_scores_gemma":[0.9970075,0.0001429412,0.001056897,0.0004631845,0.0005622402,0.0000867413,0.0000125102,0.0000142043,0.0006537968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3757613,"threshold_uncertainty_score":0.8366586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2565899170968757,"score_gpt":0.3469190001524067,"score_spread":0.090329083055531,"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."}}