{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01089663,0.001477627,0.001987469,0.001599386,0.01503634,0.01158401,0.006802163,0.07380383,0.005838962],"category_scores_gemma":[0.02800602,0.001066036,0.00209214,0.003749159,0.02029741,0.01369542,0.01252225,0.09173535,0.001461472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01123524,"about_ca_system_score_gemma":0.02263426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07585621,"about_ca_topic_score_gemma":0.150856,"domain_scores_codex":[0.9918189,0.002957005,0.0008289655,0.001106234,0.001458668,0.001830297],"domain_scores_gemma":[0.9773688,0.01440181,0.001514586,0.0005506026,0.002519878,0.003644273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003018407,0.0000116099,0.0003074802,0.0002614752,0.0000206235,0.0004563136,0.006804025,0.00003141761,0.00006134907,0.02044817,0.9689377,0.00262964],"study_design_scores_gemma":[0.00006092707,0.00002348018,0.001644922,0.001699491,0.00006732503,0.0002883842,0.01759645,0.00003873377,0.0001283464,0.008257226,0.9701207,0.00007398835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00048737,0.004696136,0.00004775317,0.9514722,0.04081397,0.000005555974,0.00004376042,0.000005164543,0.002428115],"genre_scores_gemma":[0.005588441,0.001952667,0.00006373259,0.9626245,0.02683753,0.00002773596,0.00001900363,0.00002883637,0.002857559],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07585621,"threshold_uncertainty_score":0.1508294,"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."}}