{"id":"W1529639435","doi":"10.3968/j.sss.1923018420110202.z578","title":"The Management of Current Traffic Congestion Status During the Urbanization Development in Guiyang","year":2011,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Evaluation Methods in Various Fields","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urbanization; Traffic congestion; Sustainable development; China; Business; Transport engineering; Contradiction; Demand management; Geography; Economic growth; Economics; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003585228,0.0001378125,0.0001357645,0.001163096,0.0007857876,0.0009359559,0.0002763657,0.0003114535,0.0009621228],"category_scores_gemma":[0.001154314,0.00008047545,0.0001047757,0.001373659,0.0003989531,0.0007225276,0.0004896015,0.0001703923,0.00006109659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001452027,"about_ca_system_score_gemma":0.0006995481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02637672,"about_ca_topic_score_gemma":0.0385748,"domain_scores_codex":[0.9997858,0.0000643175,0.00001961169,0.00003854951,0.00004048794,0.00005116574],"domain_scores_gemma":[0.9996231,0.00005725928,0.0001079954,0.00001483287,0.0001339439,0.00006294144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003551086,0.0001967921,0.8680198,0.0001165897,0.0000444702,0.001758919,0.02201134,0.004868968,0.009751114,0.003455979,0.0019006,0.08752027],"study_design_scores_gemma":[0.000004956592,0.000165489,0.9737415,0.00001748211,0.00002345902,0.0002060467,0.01397321,0.007224213,0.001061827,0.0006356988,0.002909621,0.0000364081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971889,0.00003918596,0.0004158638,0.00009343978,0.000003609207,0.00001497359,0.00004826832,0.00001204749,0.002183864],"genre_scores_gemma":[0.9994233,0.00003476435,0.0001690305,0.000003603652,0.000002730659,0.000007239148,0.00005281512,0.000001185056,0.0003054029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02637672,"threshold_uncertainty_score":0.05244637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1352152386852665,"score_gpt":0.3983698585456311,"score_spread":0.2631546198603646,"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."}}