{"id":"W4386888672","doi":"10.1088/1755-1315/1230/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Oil Palm Production and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Agricultural science; Library science; Sustainable agriculture; Political science; Agribusiness; Business; Geography; Environmental science; 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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004859266,0.0001445876,0.0001081831,0.00005060463,0.0005762382,0.0001055395,0.0002737315,0.00003775938,0.00302305],"category_scores_gemma":[0.00005792028,0.0001292171,0.00002349627,0.0005570702,0.003086441,0.000957857,0.0005144387,0.0001063148,0.001218446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006450809,"about_ca_system_score_gemma":0.00002590868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008592619,"about_ca_topic_score_gemma":0.00005249961,"domain_scores_codex":[0.9982458,0.00003003891,0.000143841,0.0006014205,0.0004749667,0.0005038856],"domain_scores_gemma":[0.9993694,0.00001267404,0.00003721811,0.0003088718,0.000003659457,0.0002681286],"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":[0.0000681266,0.0001132962,0.1254026,0.0000253387,0.000005811618,0.00003040074,0.003768987,0.0006856635,0.6178775,0.001740687,0.0009855203,0.2492961],"study_design_scores_gemma":[0.000150808,0.0001138327,0.9033041,0.000003211044,0.00000320275,0.00002703983,0.002845824,0.0006695813,0.05082407,0.001022257,0.04078234,0.0002537085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832648,0.00001113891,0.00001051696,0.0008966345,0.0001400179,0.0001564896,0.000008390839,0.0001151337,0.01539689],"genre_scores_gemma":[0.9896635,0.0001514953,0.0002366945,0.0001086098,0.00001764621,0.00001300708,0.000005924821,0.000006168619,0.009796901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7779015,"threshold_uncertainty_score":0.9996266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156249012340721,"score_gpt":0.2132179668852476,"score_spread":0.2016554767618404,"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."}}