{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001946235,0.001159197,0.0009446421,0.002234996,0.003913998,0.006419371,0.001984668,0.00228943,0.477888],"category_scores_gemma":[0.01348819,0.0003571473,0.0007293987,0.002063569,0.001274259,0.004774203,0.003615409,0.004397277,0.3730995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002628557,"about_ca_system_score_gemma":0.003319986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003330726,"about_ca_topic_score_gemma":0.003256132,"domain_scores_codex":[0.9978618,0.0003342203,0.0001431734,0.0004460124,0.0009997167,0.0002150535],"domain_scores_gemma":[0.9944203,0.0008208913,0.0002297357,0.0006025257,0.002910718,0.001015765],"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":[0.00002101473,0.00001247686,0.00009655773,0.00008508141,0.000002309706,0.00004863621,0.0001232426,0.00003095084,0.00008084352,0.004510606,0.9639592,0.03102923],"study_design_scores_gemma":[0.000002047764,0.00000793616,0.0001254628,0.00006781192,0.000001056246,0.00006310888,0.00008869843,0.00001376358,0.00003349036,0.001332363,0.9982607,0.00000359044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001482808,0.01322351,0.005820048,0.05595434,0.1904904,0.0004724271,0.009720361,0.002266941,0.7205691],"genre_scores_gemma":[0.008283894,0.007105792,0.003141024,0.01358284,0.02664301,0.0003079064,0.009616645,0.001423146,0.9298958],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.477888,"threshold_uncertainty_score":0,"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."}}