{"id":"W2105862054","doi":"10.3141/2190-01","title":"How Far Out of the Way Will We Travel?","year":2010,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":177,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC; Heart and Stroke Foundation of Canada","keywords":"TRIPS architecture; Shortest path problem; Transport engineering; Signage; Mode choice; Computer science; Geography; Business; Public transport; Engineering; Advertising","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001745203,0.0003094592,0.0005606672,0.0007901287,0.002606807,0.005839822,0.0009015369,0.00173626,0.01088298],"category_scores_gemma":[0.01285631,0.0002293041,0.0004183372,0.001521033,0.002890231,0.006018961,0.001287312,0.002778559,0.005979539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003278497,"about_ca_system_score_gemma":0.003707117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.150779,"about_ca_topic_score_gemma":0.1980762,"domain_scores_codex":[0.998486,0.0006713628,0.00005139058,0.0002398507,0.0001699833,0.0003814258],"domain_scores_gemma":[0.9967483,0.0005879275,0.0004089626,0.0001929477,0.001096774,0.0009650505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003556107,0.0001790034,0.3959975,0.0005882374,0.0004178928,0.0009286586,0.02818951,0.00276146,0.0004917111,0.05966801,0.1374371,0.3729852],"study_design_scores_gemma":[0.00004417835,0.0002313758,0.2149544,0.002230048,0.0002574057,0.001918281,0.1606163,0.002625556,0.0005010092,0.09379715,0.5225727,0.0002514262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4248181,0.03279471,0.01418324,0.3332111,0.003729539,0.00007175394,0.004344941,0.0002944336,0.1865522],"genre_scores_gemma":[0.9487722,0.01270678,0.002559721,0.01062273,0.0003117919,0.00004348918,0.00104966,0.0001301406,0.02380358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.150779,"threshold_uncertainty_score":0.2998028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0986655434760795,"score_gpt":0.4006964124735898,"score_spread":0.3020308689975103,"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."}}