{"id":"W4385641892","doi":"10.1007/978-981-99-2050-1_2","title":"Beyond COVID-19: Planning the Mobility and Cities Following “15-Minute City” Paradigm","year":2023,"lang":"en","type":"book-chapter","venue":"City development","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Solitude; Solidarity; Coronavirus disease 2019 (COVID-19); Urban planning; Geography; Political science; Economic growth; Environmental planning; Civil engineering; Engineering; Psychology; Medicine; Economics","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002424506,0.000420715,0.0005447063,0.0001234705,0.00233723,0.0002667493,0.0006193579,0.0004172143,0.0005041421],"category_scores_gemma":[0.0002318067,0.0003500665,0.0002124994,0.0001202593,0.0008774032,0.0002108015,0.0002002092,0.0005512892,0.00003447296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005460408,"about_ca_system_score_gemma":0.001949082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007077545,"about_ca_topic_score_gemma":0.00638182,"domain_scores_codex":[0.9970429,0.00007108827,0.0006268863,0.0007825879,0.0009091095,0.0005674171],"domain_scores_gemma":[0.9982903,0.0005687451,0.0002475459,0.0004023441,0.00005191097,0.000439169],"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":[0.0001147208,0.000116669,0.5994698,0.000754992,0.00117464,0.0005043003,0.2239933,0.00001915372,0.000002993457,0.1421462,0.01687521,0.01482797],"study_design_scores_gemma":[0.0003255927,0.00001410785,0.1126573,0.000212682,0.0001171284,8.696422e-7,0.00204916,0.00000217783,0.00001036488,0.1835866,0.7001996,0.0008243457],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2537296,0.003312106,0.0008090521,0.005842599,0.003159152,0.002655519,0.0001556233,0.001025367,0.729311],"genre_scores_gemma":[0.4367599,0.0002027143,0.0004303588,0.001777975,0.0005052383,0.000126648,0.0001791954,0.00007424909,0.5599437],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6833244,"threshold_uncertainty_score":0.9998952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08268014251864912,"score_gpt":0.3205468610755856,"score_spread":0.2378667185569365,"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."}}