{"id":"W4248225832","doi":"10.1088/1755-1315/484/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Food security; Gratitude; Political science; Agency (philosophy); Sustainable agriculture; Business; Agricultural science; Geography; Sociology; Social science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009158396,0.0001108306,0.00009402017,0.000004689979,0.0004176453,0.0001410389,0.0002718113,0.00003466259,0.001465094],"category_scores_gemma":[0.00001631083,0.00003908304,0.00001952812,0.0002457229,0.0006098677,0.000508727,0.0002351655,0.00009760598,0.000169638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007885966,"about_ca_system_score_gemma":0.00001330985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003291907,"about_ca_topic_score_gemma":0.00003728832,"domain_scores_codex":[0.9988666,0.00001542729,0.00009749864,0.000345647,0.0003488142,0.0003260763],"domain_scores_gemma":[0.9995711,0.00001426064,0.00002642134,0.00002895156,0.000009386355,0.0003498762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001491909,0.00001014348,0.001960261,0.000002105666,0.000001432986,0.000003204402,0.0002278887,6.099326e-7,0.9206542,0.0003822253,0.0001317366,0.07661124],"study_design_scores_gemma":[0.00007773987,0.0003684494,0.7260351,0.000006496408,0.000002369969,0.00001581662,0.001845335,0.0000573752,0.2115428,0.00009703021,0.05972636,0.0002251379],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867339,0.00008243253,0.000001768442,0.009214604,0.00002503658,0.0001217374,0.00001785399,0.00003424763,0.003768465],"genre_scores_gemma":[0.998044,0.0003428401,0.0001078608,0.000484862,0.00005923634,0.000004728845,0.00001983836,3.516942e-7,0.0009362617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7240748,"threshold_uncertainty_score":0.9994477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202044992248255,"score_gpt":0.1947709511351519,"score_spread":0.1745664519103264,"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."}}