{"id":"W2287449378","doi":"10.5539/jgg.v8n2p1","title":"Evaluation of Combating Desertification Alternatives Using Promethee Model","year":2016,"lang":"en","type":"article","venue":"Journal of Geography and Geology","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Desertification; Ranking (information retrieval); Land reclamation; Delphi method; Vegetation (pathology); Environmental science; Computer science; Environmental resource management; Geography; Artificial intelligence; Ecology","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":[0.002161549,0.00004193373,0.0001225016,0.00009351859,0.00004263049,0.00000311533,0.00007071911,0.00003574271,0.0002025315],"category_scores_gemma":[0.0001842859,0.00002402616,0.00006855671,0.0001156281,0.000202558,0.0001559386,0.000025714,0.00004037489,6.341038e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001650401,"about_ca_system_score_gemma":0.00001096443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008270841,"about_ca_topic_score_gemma":0.00003806808,"domain_scores_codex":[0.9991316,0.0001939996,0.0002456398,0.00007495797,0.000281072,0.0000727865],"domain_scores_gemma":[0.9994383,0.00008916579,0.0002753998,0.00006492938,0.000101753,0.00003039939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002292055,0.0000516773,0.8853508,0.000002818571,0.00005815347,2.259605e-7,0.0003121284,0.01008185,0.01543664,0.00006047914,0.000002197803,0.08862006],"study_design_scores_gemma":[0.0006233269,0.0001444691,0.7644062,0.00002051826,0.0002448781,0.00001907425,0.0001707421,0.1728481,0.001889902,0.05954964,0.00001611029,0.00006705432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907836,0.0001651248,0.008457268,0.0002446787,0.00002170226,0.00003435752,6.707958e-7,0.000001168013,0.0002914815],"genre_scores_gemma":[0.9980622,0.00005114023,0.001853947,0.00001398346,0.00001021511,8.386976e-7,1.496442e-7,0.000001376558,0.000006141008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1627662,"threshold_uncertainty_score":0.2217578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0468855914172886,"score_gpt":0.2976947874739014,"score_spread":0.2508091960566128,"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."}}