{"id":"W7071514583","doi":"","title":"A systems approach to assessing cropping systems on the Canadian Prairies: yield and economic returns","year":2022,"lang":"en","type":"other","venue":"University Library (University of Saskatchewan)","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yield (engineering); Cropping; Crop yield; Agriculture; Cropping system; Productivity","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":[0.001925608,0.000669975,0.0004401644,0.003692913,0.00185874,0.002925416,0.001455275,0.000502279,0.004605937],"category_scores_gemma":[0.00429609,0.0002824641,0.0005074223,0.005754708,0.001303232,0.0008706938,0.001092318,0.0005650689,0.0002080618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03356922,"about_ca_system_score_gemma":0.03609801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9776782,"about_ca_topic_score_gemma":0.9887116,"domain_scores_codex":[0.9990811,0.0002319663,0.00002956194,0.0001137679,0.0003785588,0.00016495],"domain_scores_gemma":[0.9984934,0.0003834151,0.0001435329,0.00006296949,0.0007712102,0.0001454518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002449587,0.0002228098,0.2692975,0.0005549777,0.000774093,0.0005394504,0.001634116,0.4161845,0.005585594,0.05993167,0.01557149,0.2294588],"study_design_scores_gemma":[0.00005152022,0.0002104025,0.5018389,0.0001593241,0.0003550281,0.0001090039,0.005661358,0.4258597,0.002763533,0.03773236,0.02506943,0.0001895036],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8044286,0.001943426,0.05471549,0.003839919,0.00007427362,0.001523486,0.01273323,0.000439113,0.1203025],"genre_scores_gemma":[0.9596753,0.001035398,0.02748679,0.00005865509,0.00001209515,0.0001027214,0.001031467,0.00004152836,0.01055596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03356922,"threshold_uncertainty_score":0.2435629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415526183452921,"score_gpt":0.154019925988994,"score_spread":0.1398646641544648,"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."}}