{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005871876,0.00007547995,0.00008429762,0.000007909932,0.0007682696,0.0000428738,0.000283786,0.00002031954,0.0009704696],"category_scores_gemma":[0.00001207758,0.00002662957,0.00009959396,0.0001393467,0.000009314236,0.00007473453,0.00009059783,0.001000515,0.00002874878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003775904,"about_ca_system_score_gemma":0.00008995945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003422264,"about_ca_topic_score_gemma":0.001496582,"domain_scores_codex":[0.9984353,0.00003777182,0.0001374499,0.0001123176,0.0001032563,0.001173955],"domain_scores_gemma":[0.9997728,0.00004806558,0.00008777519,0.00001962982,0.00001397485,0.00005770611],"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":[0.00005630469,0.0001213895,0.005034235,0.000001018796,0.0001051567,0.000007747227,0.0002149983,0.0001817313,0.06045537,0.3105855,0.003447529,0.619789],"study_design_scores_gemma":[0.0002904579,0.00166391,0.01573707,0.000004359689,0.0000251292,0.00264843,0.01479358,0.00008123621,0.0002625691,0.2443206,0.7195835,0.0005892038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918358,0.0006476045,0.000003309773,0.004749965,0.0001478315,0.00004695962,0.000008184124,0.00002030248,0.002539988],"genre_scores_gemma":[0.9946575,0.0005077588,0.00000315256,0.0005145444,0.0005874918,0.000006283924,0.000008642763,5.689712e-7,0.003714041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7161359,"threshold_uncertainty_score":0.9999428,"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."}}