{"id":"W7084266997","doi":"","title":"Preface","year":2020,"lang":"en","type":"article","venue":"TU/e Research Portal","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Anna University; University of Waterloo; University of California, Irvine; Universität Salzburg; Aalborg Universitet; Dalhousie University; Oulun Yliopisto; Technische Universiteit Eindhoven; Università degli Studi di Padova; University of Twente; University of Wollongong","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001702218,0.0008666913,0.0005884523,0.00351127,0.002611995,0.00336572,0.001105107,0.0009388098,0.5734677],"category_scores_gemma":[0.01303227,0.0002747424,0.0005239334,0.002418929,0.0005136206,0.00189021,0.002047747,0.002382637,0.3966048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996952,"about_ca_system_score_gemma":0.002392572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007337142,"about_ca_topic_score_gemma":0.008745037,"domain_scores_codex":[0.9992173,0.000133,0.0000466706,0.0001146577,0.0004152951,0.00007306204],"domain_scores_gemma":[0.9937197,0.0009652034,0.0001994136,0.0005407344,0.003679071,0.0008959423],"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":[0.00002024491,0.00001304616,0.00006171267,0.00004893247,0.00000100742,0.00001822058,0.00003427383,0.00002928804,0.00005211527,0.002101168,0.9737596,0.02386037],"study_design_scores_gemma":[0.00000460755,0.000009480569,0.0002977316,0.0000849753,0.000001278313,0.00001970965,0.0000705759,0.00002049145,0.00006106722,0.001853541,0.997573,0.000003640096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001320058,0.006279758,0.005246817,0.02569047,0.1899234,0.0007619297,0.02344071,0.001865439,0.7454714],"genre_scores_gemma":[0.00342786,0.002280563,0.001607476,0.003736614,0.01477169,0.0002782312,0.009731476,0.0006804208,0.9634857],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4265323,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1660190786066445,"score_gpt":0.3403468583275054,"score_spread":0.1743277797208609,"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."}}