{"id":"W2056926993","doi":"10.3828/idpr.2011.15","title":"Understanding the causes of urban fragmentation in Hanoi: the case of new urban areas","year":2011,"lang":"en","type":"article","venue":"International Development Planning Review","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; University of British Columbia","funders":"","keywords":"Situated; Urban agglomeration; Economic geography; Urban planning; Fragmentation (computing); Urban density; Geography; Commodity; Urban space; Economic growth; Political science; Business; Economics; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0008232355,0.0001475436,0.0002021504,0.001317184,0.003577828,0.00381874,0.001053266,0.0007986683,0.002829033],"category_scores_gemma":[0.001119688,0.0002466045,0.0001722119,0.002169543,0.008751947,0.003250495,0.002696328,0.000921219,0.00009283743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009131417,"about_ca_system_score_gemma":0.003534099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1068356,"about_ca_topic_score_gemma":0.1694118,"domain_scores_codex":[0.9994955,0.0001868771,0.0000104869,0.0000467007,0.00005647154,0.0002039964],"domain_scores_gemma":[0.9992214,0.0002775781,0.0002290709,0.00003761803,0.00008033097,0.0001539789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005346543,0.00006109799,0.06269851,0.0003370373,0.00003026827,0.01220963,0.4740536,0.002244462,0.0006696801,0.4090042,0.003556281,0.03508192],"study_design_scores_gemma":[0.00001613993,0.00005902996,0.09349253,0.0003488697,0.00002897594,0.00211123,0.7408723,0.002696925,0.0003548394,0.03683413,0.1231511,0.00003391895],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9100523,0.00435961,0.001076547,0.007834852,0.00002910099,0.00005804493,0.0000537459,0.000008097726,0.07652771],"genre_scores_gemma":[0.995917,0.001597422,0.0001758922,0.000128908,0.00001457304,0.00001917706,0.00001384046,0.000003061581,0.002130074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1068356,"threshold_uncertainty_score":0.2124276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2258680255236615,"score_gpt":0.358137560002414,"score_spread":0.1322695344787525,"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."}}