{"id":"W3042414243","doi":"10.3390/su12145781","title":"Influence of Community Design and Sociodemographic Characteristics on Teleworking","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Carpool; TRIPS architecture; Transport engineering; Public transport; Geography; Land use; Travel behavior; Traffic congestion; Marital status; Census; Business; Demographic economics; Engineering; Economics; Environmental health; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001112727,0.0002310471,0.000304642,0.0006720018,0.001167893,0.001206867,0.0005244883,0.0003152586,0.004735753],"category_scores_gemma":[0.006376177,0.0001298465,0.0005048749,0.001023388,0.0008756354,0.0003743025,0.001023145,0.0003443331,0.0002289363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001558734,"about_ca_system_score_gemma":0.002264151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1368781,"about_ca_topic_score_gemma":0.2952271,"domain_scores_codex":[0.9986911,0.0006469113,0.00005494841,0.0001373343,0.0002212335,0.0002484172],"domain_scores_gemma":[0.9952787,0.001700405,0.001034147,0.0003641223,0.0005335815,0.001089118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007624836,0.0001733161,0.9911847,0.00001277291,0.00006289246,0.0001694474,0.0007728645,0.000298607,0.0001564776,0.0001892729,0.0001075113,0.006795836],"study_design_scores_gemma":[0.000003506114,0.00008658368,0.9951932,0.00001564798,0.00002530233,0.00007856394,0.003409595,0.0006022595,0.00005817179,0.0001119049,0.0004100838,0.000005149871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985416,0.00005505783,0.0001306611,0.00003842164,0.000002768625,0.00001326985,0.00007149203,0.000002594308,0.001144194],"genre_scores_gemma":[0.9993914,0.00003100026,0.0001218506,0.000007140021,0.000001639398,0.000005278124,0.00005478813,0.000002109266,0.0003846934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1368781,"threshold_uncertainty_score":0.2721629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03420611965902523,"score_gpt":0.3080705637529318,"score_spread":0.2738644440939066,"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."}}