{"id":"W2765400980","doi":"10.1016/b978-0-12-404560-6.00007-1","title":"Modeling for Agricultural Sustainability","year":2012,"lang":"en","type":"book-chapter","venue":"Agricultural Sustainability","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Bayer (Canada); University of Alberta","funders":"","keywords":"Sustainability; Agriculture; Business; Geography; Ecology; Biology; Archaeology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001049879,0.001917114,0.001759378,0.00005028517,0.00112464,0.0004317241,0.001256931,0.001959852,0.001285965],"category_scores_gemma":[0.001139832,0.0006458639,0.001809114,0.000370999,0.0003067493,0.0009721941,0.0006589413,0.001291922,0.00008272927],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004484795,"about_ca_system_score_gemma":0.0001392691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004644232,"about_ca_topic_score_gemma":0.001832552,"domain_scores_codex":[0.9927408,0.0001542606,0.001506743,0.002015857,0.001060348,0.002522063],"domain_scores_gemma":[0.9913566,0.0007637452,0.0006878017,0.0004878961,0.005633376,0.001070543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00234047,0.004263297,0.002610708,0.01025876,0.002482191,0.0001008535,0.005754415,0.003364331,0.0323323,0.3620941,0.1153574,0.4590411],"study_design_scores_gemma":[0.002513698,0.00280565,0.1252804,0.0006316092,0.002393069,0.0004039086,0.03447119,0.0003221821,0.0008133632,0.1900045,0.6271443,0.01321618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8802405,0.006983338,0.00004285531,0.0271825,0.001658189,0.02043967,0.004013913,0.002251754,0.05718727],"genre_scores_gemma":[0.8234438,0.0002485985,0.00009020953,0.0002564593,0.004650197,0.0006956903,0.006338257,0.00002505992,0.1642517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5117869,"threshold_uncertainty_score":0.999627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03540266875303359,"score_gpt":0.2559832002578534,"score_spread":0.2205805315048198,"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."}}