{"id":"W2315229315","doi":"10.5509/2011843425","title":"Becoming Urban: Periurban Dynamics in Vietnam and China — Introduction","year":2011,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"China; Geography; Dynamics (music); Economic geography; Political science; Sociology; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004022629,0.0001050801,0.0001549821,0.00005890307,0.0007466403,0.00002570661,0.00009031617,0.00007588027,0.0002086329],"category_scores_gemma":[0.00008980489,0.00009993152,0.0000366784,0.0002078072,0.0003864445,0.0002094537,0.00002969583,0.0001473728,0.00002111788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002374655,"about_ca_system_score_gemma":0.00002611449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001795664,"about_ca_topic_score_gemma":0.004214575,"domain_scores_codex":[0.9991388,0.0001043445,0.0001423036,0.0002488838,0.0001321118,0.0002336095],"domain_scores_gemma":[0.9997336,0.000005497507,0.0000548855,0.0001141399,0.00002627067,0.00006559405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002768348,0.00007410468,0.01579348,0.00001704005,0.00001571675,0.000006648254,0.8423239,4.437435e-7,0.0000149813,0.131643,0.005032861,0.005050125],"study_design_scores_gemma":[0.0001313122,0.00003010729,0.002696185,0.00001040494,0.000009586754,0.000001836198,0.9637454,0.00004472757,0.00000234011,0.001262624,0.03191584,0.0001495922],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01270468,0.001052359,0.00005298664,0.001825005,0.0008909294,0.0001826287,0.00000309836,0.00008282517,0.9832055],"genre_scores_gemma":[0.9951882,0.00009477579,0.0002878347,0.000003135033,0.0003469818,0.00001707209,0.000003089563,0.000008056749,0.004050905],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9824834,"threshold_uncertainty_score":0.5742629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527921982393113,"score_gpt":0.2324224767966967,"score_spread":0.2171432569727656,"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."}}