{"id":"W3151608061","doi":"","title":"Perspectives on 21st Century Agriculture: A Tribute to Walter J. Armbruster","year":2007,"lang":"en","type":"article","venue":"Books","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Agricultural policy; Tribute; Public policy; Agriculture; Political science; Environmental ethics; Sociology; Law; History; Philosophy; Archaeology","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":[0.006244587,0.001122124,0.001053376,0.001807108,0.006027066,0.009797434,0.00208501,0.008492416,0.01888645],"category_scores_gemma":[0.009086973,0.0005287205,0.0006256943,0.002799775,0.009552796,0.0127565,0.004462383,0.0144627,0.006232727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005187517,"about_ca_system_score_gemma":0.008170228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01079236,"about_ca_topic_score_gemma":0.01554828,"domain_scores_codex":[0.9959162,0.00156544,0.0001447737,0.0006364359,0.001274599,0.0004626012],"domain_scores_gemma":[0.9934681,0.003521308,0.0003140178,0.0002324081,0.001118991,0.001345295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001330218,0.00002085117,0.0001180542,0.0001049573,0.000004006082,0.00006153881,0.001213841,0.0000522456,0.00005192932,0.04645723,0.9386576,0.01324445],"study_design_scores_gemma":[0.000002428259,0.000004365204,0.00009345054,0.0001853085,9.187547e-7,0.00003662523,0.0008261419,0.00001501866,0.00001124483,0.01149497,0.9873238,0.000005716379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002160165,0.07829938,0.0003059213,0.8828102,0.02498497,0.000008078548,0.00004592624,0.00001999405,0.01330961],"genre_scores_gemma":[0.0215838,0.1875915,0.002064221,0.5442358,0.07430917,0.0001220487,0.0001261726,0.0002338953,0.1697335],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01888645,"threshold_uncertainty_score":0.06318146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01440328033142375,"score_gpt":0.2206850185913863,"score_spread":0.2062817382599625,"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."}}