{"id":"W7028972096","doi":"","title":"Heterogeneous Motivations and Challenges of Regenerative Agriculture in Saskatchewan: Insights from Case Studies and Bioeconomic Modelling","year":2024,"lang":"en","type":"article","venue":"University Library (University of Saskatchewan)","topic":"Sustainable Agricultural Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Resource (disambiguation); Agricultural productivity; Cropping; Renewable resource","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003897604,0.000160204,0.0003266139,0.0001624453,0.0001560853,0.00001595421,0.0001455543,0.0001109473,0.00007919165],"category_scores_gemma":[0.000001874536,0.000152544,0.00007419075,0.0004035263,0.0003166177,0.001374796,0.0004045131,0.0001087772,0.000003926505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323004,"about_ca_system_score_gemma":0.00002856742,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01691014,"about_ca_topic_score_gemma":0.03144053,"domain_scores_codex":[0.9991313,0.00009565743,0.0001260423,0.0004200656,0.00009494691,0.0001319562],"domain_scores_gemma":[0.9995486,0.0001266633,0.00009447298,0.0001290453,0.00001582991,0.00008545206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001699768,0.000197942,0.03059648,0.0008741575,0.00162593,0.009881387,0.8668023,0.07425516,0.006462654,0.001318187,0.0005245649,0.007291272],"study_design_scores_gemma":[0.0003367978,0.00005361135,0.003738934,0.0001369214,0.0001349641,0.00006122018,0.9881241,0.004965119,0.0009049341,0.0007327789,0.0005655828,0.0002449838],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922255,0.006568409,0.00014419,0.0006146155,0.00002250939,0.0001502201,0.00005556553,0.00003793485,0.0001811035],"genre_scores_gemma":[0.9946349,0.002195522,0.001774007,0.000006345272,0.00001263791,7.592149e-8,0.0000129321,0.000005995433,0.00135755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1213219,"threshold_uncertainty_score":0.9896364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226709583289565,"score_gpt":0.1657870749260802,"score_spread":0.1535199790931845,"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."}}