{"id":"W2936407828","doi":"10.5539/sar.v8n2p68","title":"Climate Change and Cereal Production Evolution Trend in the Sahel: Case Study in Mali from 1951 to 2010","year":2019,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sorghum; Climate change; Environmental science; Crop; Geography; Agriculture; Agronomy; Biology; 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":[0.002764645,0.0002235087,0.0002533797,0.0001369294,0.0004948379,0.0002566551,0.0004112043,0.0001819291,0.0001099367],"category_scores_gemma":[0.0001185819,0.00006499545,0.00004053173,0.00342234,0.00005482827,0.0004526562,0.000437724,0.0008115616,0.00009776023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003064473,"about_ca_system_score_gemma":0.00002128381,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05462197,"about_ca_topic_score_gemma":0.1271845,"domain_scores_codex":[0.9959439,0.0008999884,0.0002909502,0.0007470934,0.0009089212,0.001209142],"domain_scores_gemma":[0.999082,0.0002906355,0.0000422963,0.0001423601,0.0002907868,0.0001518845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002584267,0.001230713,0.9275046,0.0001021731,0.00002148367,0.00366515,0.01618398,0.00001061327,0.01706908,0.000970804,0.01268476,0.02029822],"study_design_scores_gemma":[0.0002309321,0.0004596514,0.778989,0.00003706568,0.000003350625,0.0001223561,0.2158451,0.000002724393,0.00005882452,0.0002652964,0.003821115,0.0001646471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819742,0.0003544643,4.466046e-8,0.01266385,0.00007128611,0.00410853,0.00001448019,0.00002694975,0.0007862031],"genre_scores_gemma":[0.995078,0.0001370938,0.000008568724,0.00005094615,0.0004466795,0.0005967832,0.00007959245,0.000001859201,0.003600508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1996611,"threshold_uncertainty_score":0.9516734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05453822251508704,"score_gpt":0.3122974003557051,"score_spread":0.2577591778406181,"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."}}