{"id":"W4393308860","doi":"10.18280/ijsdp.190313","title":"Peri-Urbanization in Populous Developing Asian Countries: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"International Journal of Sustainable Development and Planning","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Asian Institute of Technology","keywords":"Urbanization; Peri; Developing country; Geography; Economic growth; Regional science; Development economics; Environmental planning; Medicine; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002470057,0.0003239244,0.001402883,0.001098889,0.0002241945,0.0003878943,0.0005830918,0.0002091429,0.0000306044],"category_scores_gemma":[0.0007853452,0.0002441742,0.0001418331,0.0005388142,0.00005455636,0.0004341789,0.0001348819,0.0004374058,0.00001992057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001588663,"about_ca_system_score_gemma":0.003296755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002826463,"about_ca_topic_score_gemma":0.00002719715,"domain_scores_codex":[0.9966258,0.0002450279,0.001620776,0.0002277193,0.0009038502,0.0003768232],"domain_scores_gemma":[0.9979751,0.0001719286,0.0008978311,0.00006250027,0.0007854901,0.0001071816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008236514,0.00002084625,0.00003542534,0.8865236,0.000833774,0.006081862,0.05321289,5.134058e-7,3.200152e-9,0.02078047,0.002839671,0.0296627],"study_design_scores_gemma":[0.00005758312,0.000004962945,0.000005121329,0.4265378,0.0002379549,0.0000943278,0.01904196,2.027843e-7,3.193185e-8,0.0001247191,0.5537001,0.0001951682],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001780055,0.995522,0.00005463361,0.001052165,0.000933432,0.0007513402,0.000001880644,0.0000233087,0.001643487],"genre_scores_gemma":[0.00006923685,0.9945036,0.0005437583,0.0001626952,0.0002690943,0.00004113971,0.00003145683,0.00002910278,0.004349922],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5508605,"threshold_uncertainty_score":0.9957134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04463692717022313,"score_gpt":0.3591433750196092,"score_spread":0.3145064478493861,"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."}}