{"id":"W2020797968","doi":"10.5539/jas.v3n1p163","title":"Analysis on the Evolution of Urban Land Structure and Economic Driving Force in Changde","year":2011,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Environmental Quality and Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urbanization; Dominance (genetics); Entropy (arrow of time); Geography; Economic geography; Economics; Econometrics; Environmental science; Economic growth; Physics; Thermodynamics; Chemistry","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":[0.000522083,0.00005691909,0.0001031207,0.00006156785,0.00009130632,0.00001380709,0.0002142077,0.00002369718,0.0002130534],"category_scores_gemma":[0.00002953872,0.00002738209,0.00004426105,0.0004041668,0.0003263279,0.0004278243,0.00006187509,0.00009225549,0.000003922045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003467766,"about_ca_system_score_gemma":0.000006628939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000562724,"about_ca_topic_score_gemma":0.001049103,"domain_scores_codex":[0.9993295,0.00004072301,0.0001946944,0.0001004811,0.0002183758,0.0001162167],"domain_scores_gemma":[0.9996111,0.00003735626,0.0002311608,0.00006507611,0.000004193716,0.00005116281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006828072,0.00001580443,0.9517488,9.045042e-7,0.000008811002,4.213877e-7,0.001370001,0.002280487,0.04396824,0.0004097351,0.00002727197,0.0001626961],"study_design_scores_gemma":[0.000066628,0.00007849349,0.9936731,0.000009583782,0.00002252198,0.00001003272,0.0005450702,0.0001861683,0.005089102,0.0002709659,0.000007339288,0.00004093108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990302,0.00002449656,0.00002117216,0.000182706,0.00004262108,0.00004403563,0.000002346525,9.60122e-7,0.0006515158],"genre_scores_gemma":[0.9997979,0.00001333086,0.0001078201,0.00002725928,0.00001926529,2.630932e-7,1.694929e-7,7.63748e-7,0.0000332008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04192436,"threshold_uncertainty_score":0.2332785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008931815745329023,"score_gpt":0.1954659170518375,"score_spread":0.1865341013065084,"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."}}