{"id":"W2973146459","doi":"","title":"Potential Impacts of Telecommuting on Transportation Behaviours, Health and Hours Worked in Québec","year":2019,"lang":"en","type":"article","venue":"CIRANO Project Reports","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telecommuting; Socioeconomic status; Geography; Incentive; Demographic economics; Context (archaeology); Work (physics); Business; Economics; Demography; Population; Sociology; Engineering","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":[0.001175384,0.0001096655,0.0002806096,0.0001367833,0.0001233672,0.00002658208,0.0000783444,0.00009169638,0.00004452624],"category_scores_gemma":[0.00004561721,0.0001049815,0.00006966288,0.0003120734,0.0001089864,0.0002055127,0.000002755516,0.0001673357,5.647145e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163574,"about_ca_system_score_gemma":0.001367493,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.329548,"about_ca_topic_score_gemma":0.2621472,"domain_scores_codex":[0.9983996,0.0001122724,0.0005481676,0.0003066956,0.0003220892,0.0003111576],"domain_scores_gemma":[0.9992177,0.00003605913,0.0003993095,0.0002056987,0.00004560364,0.0000956212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004522906,0.0001030286,0.9781451,0.00004287093,0.000004820229,0.00003870554,0.01569394,0.000005034193,0.0001513942,0.00001896861,0.00002920854,0.005721713],"study_design_scores_gemma":[0.0002640476,0.000111545,0.9969801,0.0001600647,0.000009416342,0.000001696877,0.001925202,0.000001563594,0.0002631211,0.00005555113,0.0001160065,0.0001116927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973574,0.0003676617,0.000007065493,0.0002432999,0.0001943549,0.0007470684,0.00000546993,0.00004146909,0.001036241],"genre_scores_gemma":[0.9996583,0.00003271125,0.00006242124,0.00005947142,0.00003433394,0.000006878537,0.00003323645,0.00001093792,0.0001016904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06740084,"threshold_uncertainty_score":0.7513167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577556404052282,"score_gpt":0.314131381018626,"score_spread":0.2983558169781031,"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."}}