{"id":"W2317531872","doi":"10.5509/2011843525","title":"Periurban Asia: A Commentary on \"Becoming Urban\"","year":2011,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geography; Political science; History; Economic geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006293793,0.0001583148,0.0001828411,0.00008845615,0.0005551209,0.00005162351,0.0003661597,0.0001143327,0.003408491],"category_scores_gemma":[0.0000648043,0.0001704628,0.00008893476,0.0001241,0.0003248845,0.0001863552,0.00005316606,0.000182208,0.001361969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003899791,"about_ca_system_score_gemma":0.00009499068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004583173,"about_ca_topic_score_gemma":0.0001635368,"domain_scores_codex":[0.9986118,0.0001559254,0.0002306868,0.0003132896,0.0002268933,0.0004613929],"domain_scores_gemma":[0.9992974,0.0001385387,0.0001018939,0.0002584282,0.00002458502,0.0001790969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004496682,0.000249513,0.05132594,0.000009067548,0.00009599914,0.00003669095,0.4703952,2.990829e-7,0.00001387825,0.0534702,0.414055,0.01030328],"study_design_scores_gemma":[0.0002886397,0.00004160371,0.001940515,0.00001983162,0.00001067502,0.000001115381,0.7700469,0.000005663257,0.000139103,0.001764276,0.2254629,0.0002786768],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00833299,0.00005439677,0.00002427029,0.002476236,0.00124755,0.0002597207,0.000006703362,0.0002066965,0.9873914],"genre_scores_gemma":[0.9907655,0.00003881649,0.00148464,0.000266818,0.0003169162,0.00004097053,0.000007134233,0.000024212,0.007054966],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9824325,"threshold_uncertainty_score":0.9994156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03866208942985953,"score_gpt":0.2669498426398634,"score_spread":0.2282877532100039,"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."}}