{"id":"W4403056192","doi":"10.33042/2522-1809-2024-3-184-267-272","title":"DIRECTIONS FOR THE DEVELOPMENT OF CYCLING INFRASTRUCTURE IN CITIES","year":2024,"lang":"en","type":"article","venue":"Municipal economy of cities","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cycling; Business; Economic geography; Geography","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":[0.004224776,0.0009582106,0.0006641434,0.002381055,0.003944073,0.01019112,0.002389036,0.01077585,0.02934463],"category_scores_gemma":[0.003467282,0.0004970789,0.001785119,0.002131214,0.005230641,0.007625846,0.007128158,0.007816533,0.003951879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007351013,"about_ca_system_score_gemma":0.04972513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0293283,"about_ca_topic_score_gemma":0.05072913,"domain_scores_codex":[0.9967595,0.001058419,0.0001693747,0.0001914222,0.0006584072,0.001162923],"domain_scores_gemma":[0.993174,0.0007891202,0.0003399166,0.000177883,0.001909458,0.00360959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001562848,0.0008945391,0.007245494,0.005362264,0.00007164862,0.00120079,0.01330566,0.001912224,0.002408156,0.3014168,0.3288989,0.3371273],"study_design_scores_gemma":[0.00006588428,0.0002538952,0.00711152,0.00338558,0.00004216875,0.0003094214,0.03579377,0.0006734359,0.0004474802,0.03911858,0.9127086,0.00008968493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01353591,0.1267889,0.007371273,0.6902965,0.007050695,0.0005289101,0.000425473,0.0004641056,0.1535383],"genre_scores_gemma":[0.3916034,0.3387818,0.07226381,0.0884639,0.00564197,0.002127926,0.001744801,0.0002049046,0.09916752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02934463,"threshold_uncertainty_score":0.09816754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03517995924253074,"score_gpt":0.3121493094016718,"score_spread":0.276969350159141,"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."}}