{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001620486,0.0001822922,0.0001612111,0.00001414352,0.0001691539,0.00008000197,0.0002136508,0.00009662353,0.0002801905],"category_scores_gemma":[0.00001935032,0.00005536471,0.0001315583,0.0001395048,0.00002353196,0.00006541846,0.00006280671,0.0001321831,0.0005086596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008090946,"about_ca_system_score_gemma":0.00000344643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00020946,"about_ca_topic_score_gemma":0.000682976,"domain_scores_codex":[0.9989067,0.00001889229,0.0001961553,0.0003382456,0.0001129658,0.0004269847],"domain_scores_gemma":[0.9994953,0.00008217365,0.00005972539,0.0000577411,0.0000540174,0.0002510663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000479997,0.0005657771,0.001944892,0.00001073504,0.0001203256,0.00004246449,0.005786482,0.00001925308,0.4261548,0.1085752,0.1911205,0.2651795],"study_design_scores_gemma":[0.0001341574,0.0003266775,0.1106633,0.00001298092,0.000006802785,0.00001059391,0.003421132,7.594776e-7,0.004550191,0.0001759364,0.8803999,0.0002976125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.929045,0.000121302,0.000001954083,0.007297185,0.0001607692,0.0002895608,0.00005554641,0.00007323934,0.06295549],"genre_scores_gemma":[0.9850814,0.00004836296,0.00005339648,0.003304256,0.001332191,0.00001102468,0.0000348737,0.000001192126,0.01013333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6892793,"threshold_uncertainty_score":0.653796,"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."}}