{"id":"W4401517241","doi":"10.1088/1755-1315/1379/1/011001","title":"Preface","year":2024,"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":"Sustainability; Ecological footprint; Business; Food security; Sustainable agriculture; Agriculture; Geography; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001466326,0.0009634266,0.000775009,0.001859277,0.003011344,0.004672129,0.001654634,0.002009055,0.6013433],"category_scores_gemma":[0.007524125,0.0003509914,0.0006801724,0.001702782,0.0007309452,0.003734279,0.002928547,0.003025031,0.4169833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002098409,"about_ca_system_score_gemma":0.00299795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003803215,"about_ca_topic_score_gemma":0.004615113,"domain_scores_codex":[0.9987788,0.000161738,0.00008189202,0.0002459463,0.0005780694,0.0001536299],"domain_scores_gemma":[0.9967095,0.0003913097,0.0001140137,0.0003161059,0.001844541,0.0006245137],"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":[0.00002380872,0.00001777528,0.00009676089,0.00008783174,0.000001612149,0.00004309631,0.00008553667,0.00003440597,0.00009150877,0.004069016,0.9598301,0.0356185],"study_design_scores_gemma":[0.000002537026,0.00001002659,0.0001856087,0.00006997038,7.612558e-7,0.00003956586,0.00009409692,0.00001461243,0.00003719631,0.0009060218,0.9986369,0.000002795081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001279898,0.006990763,0.003413009,0.02503275,0.1046326,0.0005322833,0.00888481,0.001400018,0.8478338],"genre_scores_gemma":[0.004901665,0.003641216,0.001506772,0.005240596,0.009923241,0.0002304879,0.007102999,0.0005979261,0.966855],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3986567,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00868002516274273,"score_gpt":0.210262411227786,"score_spread":0.2015823860650433,"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."}}