{"id":"W4297100868","doi":"10.2139/ssrn.4063228","title":"Yield Farming","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Yield (engineering); Agriculture; Geography; Agricultural science; Business; Environmental science; Archaeology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006284081,0.0004803281,0.0002974416,0.001041987,0.0009731227,0.00170482,0.0008428146,0.0004531618,0.1049863],"category_scores_gemma":[0.001302548,0.0002084965,0.0004808178,0.001351955,0.0003385357,0.001116732,0.001465005,0.0007971837,0.03467071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532155,"about_ca_system_score_gemma":0.001695966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005474963,"about_ca_topic_score_gemma":0.01153519,"domain_scores_codex":[0.9994273,0.0000421255,0.00002324248,0.0001765427,0.0002492548,0.00008154925],"domain_scores_gemma":[0.9994565,0.00006180627,0.00006486465,0.0001188197,0.0002017471,0.00009637836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002684059,0.0004253701,0.02107288,0.0003476615,0.00005686042,0.0003136239,0.000970075,0.001300763,0.02218421,0.06495982,0.1255267,0.7625736],"study_design_scores_gemma":[0.00004017107,0.0003350689,0.07066582,0.00008152338,0.00003703808,0.0002808481,0.000779738,0.001465408,0.005655869,0.008975718,0.9116527,0.00003014234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05697909,0.000719892,0.01314187,0.002909119,0.0004067961,0.0003528371,0.00802987,0.001133827,0.9163267],"genre_scores_gemma":[0.137237,0.0009108534,0.00459978,0.0006862354,0.0001715379,0.0001477569,0.004218611,0.0001903317,0.8518381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1049863,"threshold_uncertainty_score":0.3512143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226136935820336,"score_gpt":0.1925547976416963,"score_spread":0.180293428283493,"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."}}