{"id":"W2364540794","doi":"","title":"The Ethnic Group Response to Urban Evolution in the He and Huang Region","year":2011,"lang":"en","type":"article","venue":"Journal of The Northwest Normal University","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Ethnic group; Ethnic history; Geography; Tribe; Economic geography; Demography; Gender studies; Ethnology; Sociology; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001077457,0.00005788944,0.00006920166,0.00006335884,0.0003915512,0.00002105254,0.0003455317,0.00003545657,0.000006853634],"category_scores_gemma":[0.00005622176,0.00002618001,0.00005863006,0.0002616287,0.0000786887,0.0001791905,0.00001968306,0.0002483013,0.000003324704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001455567,"about_ca_system_score_gemma":0.00003534719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005820876,"about_ca_topic_score_gemma":0.04606865,"domain_scores_codex":[0.9990191,0.0005052658,0.0001076757,0.00006068081,0.0001696904,0.0001375363],"domain_scores_gemma":[0.9994237,0.0002162174,0.0001197698,0.0001435624,0.00003537599,0.00006140563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002227205,0.00001487158,0.9846005,0.000001710811,0.00001384295,0.0001297028,0.004556746,0.0002410048,0.00001309918,0.00003368916,0.0005608848,0.007606758],"study_design_scores_gemma":[0.0002124134,0.0001841299,0.9896476,0.00001736851,0.00001928889,0.000220885,0.001813387,0.0001339036,0.000002778305,0.00006262985,0.007644264,0.00004133437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975441,0.0001607792,0.00003432438,0.001143447,0.0002027084,0.0000586882,0.000002393708,0.000002725918,0.0008508449],"genre_scores_gemma":[0.9993933,0.0001015788,0.00004588394,0.0001228118,0.00005332825,2.264478e-9,3.80189e-7,9.107932e-7,0.0002817974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04024778,"threshold_uncertainty_score":0.9713381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070716325700458,"score_gpt":0.1829792331753045,"score_spread":0.1622720699182999,"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."}}