{"id":"W2391506795","doi":"","title":"Production and Realization of DEM Texture and Its Application to Land Development and Consolidation Projects;A Case Study of Jiahe County,Hunan Province","year":2011,"lang":"en","type":"article","venue":"","topic":"Environmental and Agricultural Sciences","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Land consolidation; Terrain; Consolidation (business); Realization (probability); Software; Computer science; Texture (cosmology); Geography; Civil engineering; Business; Engineering; Cartography; Artificial intelligence; Mathematics; Archaeology; Agriculture; Finance","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":[0.0001517412,0.00006886766,0.00007348091,0.00001603415,0.0000908629,0.000006632399,0.00003358331,0.0000229669,0.00001443733],"category_scores_gemma":[0.00001010524,0.00004318235,0.000002663136,0.0001210738,0.00006945075,0.000215133,0.00008415975,0.00001900789,0.000001149382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000213471,"about_ca_system_score_gemma":0.000003668987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001316245,"about_ca_topic_score_gemma":0.003786604,"domain_scores_codex":[0.9993769,0.00002068217,0.000149861,0.0002437374,0.0001426364,0.00006619498],"domain_scores_gemma":[0.9998021,0.000005906324,0.00008772342,0.0000505499,0.000007855459,0.0000459152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000236722,0.0003239072,0.8656641,0.00004691181,0.000006551393,0.000003722873,0.01385791,0.0000472511,0.08004231,0.0001065196,0.00003298526,0.03984418],"study_design_scores_gemma":[0.0001786532,0.0003336697,0.9168301,0.00001629593,0.00001642169,0.0001248926,0.007323708,0.0002667724,0.07462859,0.00002980415,0.0001190669,0.0001320577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985134,0.00002101392,0.0001326216,0.00002961018,0.000008067034,0.0009202539,0.000001506701,0.000007308365,0.0003662324],"genre_scores_gemma":[0.9992739,0.00002038961,0.0005378682,0.00001129358,0.000004171902,0.00003070687,0.00000225798,0.000001796057,0.0001176412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05116598,"threshold_uncertainty_score":0.2113014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689709772844811,"score_gpt":0.2082378725506917,"score_spread":0.1913407748222436,"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."}}