{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003886491,0.0001515672,0.00009731189,0.0000407513,0.000382986,0.0002644999,0.0002266838,0.00003793716,0.005216052],"category_scores_gemma":[0.00002937571,0.0001278576,0.00002741618,0.0003125323,0.003088791,0.001365544,0.0003369847,0.0001403797,0.0005901834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009474343,"about_ca_system_score_gemma":0.00004000621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008533114,"about_ca_topic_score_gemma":0.00004457073,"domain_scores_codex":[0.998341,0.00002555877,0.0001401973,0.0006762675,0.0004187406,0.0003982392],"domain_scores_gemma":[0.9994655,0.00001290292,0.00001813763,0.0002568421,0.000002703311,0.0002438921],"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":[0.00004193559,0.00009609188,0.01850937,0.00005790181,0.00000802127,0.00004527495,0.003538735,0.0001883492,0.4941554,0.005622695,0.0005272044,0.477209],"study_design_scores_gemma":[0.000189294,0.0003155575,0.5441108,0.0000267062,0.00001503749,0.000208491,0.003693498,0.002904567,0.1452275,0.003499712,0.2991422,0.000666649],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743676,0.0001488084,0.00005718226,0.0009559068,0.0002540478,0.0001458719,0.000009230216,0.00009648966,0.02396493],"genre_scores_gemma":[0.9905779,0.000181638,0.0004465499,0.0000975144,0.00002714705,0.00001024368,0.000002874041,0.000006853547,0.008649242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5256014,"threshold_uncertainty_score":0.9996243,"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."}}