{"id":"W2405781561","doi":"10.22004/ag.econ.189138","title":"Farm Classification Systems for North American Agriculture","year":2013,"lang":"en","type":"preprint","venue":"AgEcon Search (University of Minnesota, USA)","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Sustainability; Free trade agreement; Business; Agricultural economics; Geography; Regional science; International trade; Economics; Free trade","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":[0.0001965062,0.0002917158,0.0005666033,0.00004113614,0.0003287466,0.000111499,0.0008891273,0.0002515144,0.0001891863],"category_scores_gemma":[0.00001642542,0.0001417159,0.0003353671,0.0002955078,0.0002271189,0.0001575182,0.0004276876,0.0003682762,0.0001506043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001308148,"about_ca_system_score_gemma":0.00003679063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03779166,"about_ca_topic_score_gemma":0.03287861,"domain_scores_codex":[0.9983601,0.0001089693,0.0002588358,0.0006185709,0.0002038766,0.000449675],"domain_scores_gemma":[0.9984474,0.0002122844,0.0005208195,0.0001616971,0.000414722,0.0002431031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004057292,0.001027445,0.09471808,0.001486165,0.001312208,0.00002888061,0.005160262,0.002327925,0.06736697,0.01527866,0.2306126,0.5802751],"study_design_scores_gemma":[0.0002149564,0.0003075463,0.8396376,0.00004743772,0.00006399735,0.000004181629,0.00626778,0.00222488,0.0000589374,0.00005531076,0.1505908,0.0005265682],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927629,0.0001396742,0.00001683141,0.002962713,0.0001848859,0.001127316,0.001629669,0.00004305739,0.001132911],"genre_scores_gemma":[0.9910942,0.001475547,0.0002042704,0.00005938462,0.0004573821,0.00001239491,0.002100264,0.000002414721,0.004594103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7449195,"threshold_uncertainty_score":0.9847688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05096881397362957,"score_gpt":0.2281624312842996,"score_spread":0.1771936173106701,"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."}}