{"id":"W7162067717","doi":"10.82308/2236","title":"Methods for investigating bicycle traffic flow parameters and facility performance in urban environments","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pilotage; Limiting; Road traffic; Transport policy","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":[0.001051117,0.0006977957,0.0005318936,0.002730865,0.0003951589,0.001022517,0.0008576942,0.0007267763,0.001568205],"category_scores_gemma":[0.004082324,0.0004254782,0.0005324624,0.001905361,0.0003315674,0.0006511459,0.0007408773,0.0003998505,0.0003951519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006538866,"about_ca_system_score_gemma":0.0009005441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01389447,"about_ca_topic_score_gemma":0.01601201,"domain_scores_codex":[0.9993284,0.0001947966,0.00003347049,0.0001656678,0.0002134127,0.00006430868],"domain_scores_gemma":[0.9986554,0.000652034,0.0002301651,0.00009954735,0.0003081495,0.00005472247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004245995,0.0003344606,0.07457399,0.0005999826,0.0003105311,0.0001308877,0.0005808593,0.4318731,0.01871932,0.005342731,0.001364678,0.465745],"study_design_scores_gemma":[0.00002254572,0.0001332726,0.03404254,0.00006660083,0.0000380428,0.0001247366,0.0003764991,0.9529674,0.006617222,0.002871371,0.002673815,0.00006593927],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09174346,0.0004149447,0.9038105,0.00007023325,0.00003130272,0.0002509428,0.0006351242,0.0007117648,0.002331721],"genre_scores_gemma":[0.6214671,0.0005696425,0.373097,0.00004063384,0.00002895632,0.0007415021,0.0008442831,0.0001019977,0.003108888],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01389447,"threshold_uncertainty_score":0.02762717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700004992442255,"score_gpt":0.2684697409410066,"score_spread":0.251469691016584,"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."}}