{"id":"W4237012128","doi":"10.1088/1755-1315/392/1/011001","title":"Preface","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Soil and Environmental Studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Forestry; Agrarian society; Czech; Forest ecology; Geography; Forest management; Community forestry; Political science; Agriculture; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001129825,0.0001369773,0.0001202853,0.00000737403,0.0003611325,0.00009202435,0.0002173049,0.00003428159,0.001907562],"category_scores_gemma":[0.000005300029,0.00005777326,0.00002588779,0.000126963,0.0008245323,0.0005158267,0.0002812594,0.00007060712,0.0003540655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001735298,"about_ca_system_score_gemma":0.000004361736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009619157,"about_ca_topic_score_gemma":0.00009637196,"domain_scores_codex":[0.9988456,0.00001254147,0.00010349,0.0003951697,0.0002947566,0.0003483833],"domain_scores_gemma":[0.9997233,0.00002028962,0.00003576412,0.00006475698,0.00000303657,0.0001528158],"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":[0.00001509142,0.00002428581,0.05275441,0.000002113821,0.000002375908,0.000001101465,0.0001276712,0.000002532885,0.8628786,0.0001846736,0.000009216684,0.08399789],"study_design_scores_gemma":[0.00008486286,0.000276949,0.9060156,0.000006893909,0.000002640681,0.00001510761,0.001920511,0.00003332314,0.07273935,0.0001149251,0.01860265,0.0001871884],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905474,0.0001538481,1.865887e-7,0.0003685178,0.00009816533,0.0001346209,0.00002255296,0.00002950428,0.008645239],"genre_scores_gemma":[0.9968727,0.0004657759,0.00005277403,0.0001544439,0.00002880516,0.00000670195,0.00001067335,6.306087e-7,0.00240745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8532612,"threshold_uncertainty_score":0.9990048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244049187984173,"score_gpt":0.1712115483041448,"score_spread":0.1587710564243031,"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."}}