{"id":"W629545554","doi":"","title":"An Analysis of Empirical Evidence of Cyclists’ Route Choice and Its Implications for Planning","year":2012,"lang":"en","type":"article","venue":"Transportation Research Board 91st Annual MeetingTransportation Research Board","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cycling; TRIPS architecture; Destinations; Transport engineering; Shortest path problem; Recreation; Investment (military); Work (physics); Geography; Computer science; Operations research; Tourism; Engineering; Graph","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00816635,0.0002501004,0.0003453133,0.004145768,0.001156803,0.002181376,0.001227477,0.000557865,0.007091132],"category_scores_gemma":[0.08422304,0.000289485,0.0004711526,0.008907017,0.002783684,0.001556933,0.001159762,0.000845123,0.000288645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003511625,"about_ca_system_score_gemma":0.003760017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.265984,"about_ca_topic_score_gemma":0.3770557,"domain_scores_codex":[0.9948308,0.001945572,0.0003051701,0.0006326649,0.001985035,0.0003008529],"domain_scores_gemma":[0.831226,0.1336618,0.01681631,0.004014953,0.01318918,0.001091804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009441478,0.00005523908,0.9791256,0.0001701378,0.0001594384,0.0001268743,0.003944613,0.0006354625,0.00008025076,0.002229516,0.0005096355,0.01286885],"study_design_scores_gemma":[0.000005231838,0.00007971885,0.9790152,0.0001551831,0.00006451509,0.00008976376,0.01584249,0.0009215547,0.000126035,0.0007183748,0.002961542,0.00002029604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830955,0.0009541403,0.001916034,0.001322673,0.00001663349,0.00004997421,0.001123359,0.0000104987,0.01151118],"genre_scores_gemma":[0.9974532,0.0004950027,0.0007231816,0.00007364913,0.00001026016,0.00002622249,0.000519225,0.000005128871,0.000694208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.265984,"threshold_uncertainty_score":0.5288715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2770202821587278,"score_gpt":0.5372751067481093,"score_spread":0.2602548245893815,"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."}}