{"id":"W6991935034","doi":"","title":"Investigating the impacts of agricultural land use change on regional climate processes in the northern North American Great Plains","year":2021,"lang":"en","type":"dissertation","venue":"Montana State University ScholarWorks (Montana State University)","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precipitation; Climate model; Climate change; Agriculture; Summer fallow; Depth sounding; Atmosphere (unit); Satellite; Agricultural land; Global warming","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003990999,0.0003673205,0.0003311037,0.0003059259,0.0004351394,0.0008439742,0.0006274795,0.0006539081,0.0007895156],"category_scores_gemma":[0.00070307,0.0002410514,0.0006540022,0.0005519603,0.0005723804,0.0004590544,0.0004339629,0.0004363309,0.00008184023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00138042,"about_ca_system_score_gemma":0.0008877487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1928908,"about_ca_topic_score_gemma":0.1733159,"domain_scores_codex":[0.9998506,0.00005441855,0.000007115941,0.00003902586,0.00001470187,0.00003411651],"domain_scores_gemma":[0.9997699,0.00007555846,0.00003523909,0.00002442548,0.00003767142,0.0000572489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005072902,0.000960198,0.6111044,0.00008563323,0.0006529872,0.0009535388,0.0006633762,0.3677688,0.009603866,0.0008638523,0.001854607,0.004981525],"study_design_scores_gemma":[0.0001613694,0.0002852505,0.632109,0.00001076771,0.0001445502,0.0000667045,0.001414439,0.3636941,0.0008473815,0.0003091252,0.0009146996,0.00004269735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994723,0.00001808393,0.00005135576,0.00005789573,0.000003650158,0.000005489176,0.0001313773,0.000009521366,0.0002501681],"genre_scores_gemma":[0.9993435,0.00003343437,0.0001670971,0.00002810823,0.00000341286,0.00001102559,0.0002472549,0.000004139821,0.0001620267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8071092,"threshold_uncertainty_score":0.383536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03603748523930749,"score_gpt":0.2094032866601054,"score_spread":0.1733658014207979,"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."}}