{"id":"W2164407350","doi":"10.5539/mas.v9n4p78","title":"Local and Regional Changes in Natural Complexes of the Chechen Republic Caused by Oil Production","year":2014,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chechen; Natural (archaeology); Production (economics); The Republic; Field (mathematics); Satellite; Environmental science; Environmental protection; Environmental resource management; Physical geography; Geography; Political science; Archaeology; Engineering; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001415511,0.0001036634,0.00009972403,0.0008507071,0.0004166563,0.0005225383,0.000218721,0.0001368041,0.001343077],"category_scores_gemma":[0.0004051205,0.0001103693,0.0001309675,0.001183352,0.0005047539,0.0003830637,0.000708183,0.0001367402,0.00008374843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008977524,"about_ca_system_score_gemma":0.0004479937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02545935,"about_ca_topic_score_gemma":0.06439312,"domain_scores_codex":[0.9998344,0.00003181865,0.00001029787,0.00004571144,0.00002859545,0.00004918426],"domain_scores_gemma":[0.9997514,0.00002910879,0.0001079896,0.00002648041,0.00004652051,0.00003856568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001214546,0.00003178651,0.9816713,0.00004597065,0.00006012555,0.0006572379,0.001270159,0.001398447,0.004683161,0.0004564744,0.000337927,0.009265985],"study_design_scores_gemma":[0.000001054093,0.000008507725,0.9984465,0.000001729635,0.000004589976,0.00007864536,0.0006480514,0.000257465,0.0001507354,0.00002156816,0.000378381,0.000002699486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992517,0.00003999047,0.00004816913,0.00001318118,8.363522e-7,0.000003853932,0.0001074644,0.00000315586,0.0005316348],"genre_scores_gemma":[0.9996717,0.00002128637,0.00005671402,0.000001796555,8.437262e-7,0.000002705022,0.00008764651,0.000001108738,0.0001562063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02545935,"threshold_uncertainty_score":0.05062234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02601549321192059,"score_gpt":0.2004173876397957,"score_spread":0.1744018944278751,"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."}}