{"id":"W4232261239","doi":"10.1088/1755-1315/595/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forestry; China; Forest ecology; Community forestry; Geography; Forest management; Political science; Czech; Ecosystem; Ecology; 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":[],"consensus_categories":[],"category_scores_codex":[0.00003125354,0.00007551405,0.00005360444,0.00001785661,0.00008826423,0.00006975888,0.0001152616,0.00001458676,0.0003205616],"category_scores_gemma":[0.00000427907,0.00007112996,0.000008145373,0.0001075083,0.0003909775,0.0003496644,0.00007910606,0.00003497215,0.00006797082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007781353,"about_ca_system_score_gemma":0.000005991559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000161106,"about_ca_topic_score_gemma":0.000006975518,"domain_scores_codex":[0.99947,0.000002995863,0.00006567669,0.0001548549,0.0001434958,0.0001630095],"domain_scores_gemma":[0.9997494,0.000001652208,0.000008047276,0.00007103591,0.000001926872,0.0001679754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002208895,0.00002158371,0.003845954,0.00008751712,0.00001267262,0.00001194081,0.002584661,0.002662968,0.902844,0.01291722,0.0005084133,0.07448094],"study_design_scores_gemma":[0.0004750747,0.0002841669,0.1476049,0.00001782084,0.00001098883,0.00001298325,0.002881976,0.06012705,0.5438173,0.0001368761,0.2440315,0.0005993962],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818053,0.00009136498,0.0007723678,0.0003541145,0.00007446727,0.00009454048,0.00000897046,0.0001199856,0.01667889],"genre_scores_gemma":[0.9988806,0.0003125528,0.0003616644,0.0001996936,0.00001095252,0.000003111293,0.000004127221,0.000004318426,0.000222999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3590267,"threshold_uncertainty_score":0.3509925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205158974150606,"score_gpt":0.1762104609445689,"score_spread":0.1641588712030629,"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."}}