{"id":"W2378124297","doi":"","title":"ADVANCE IN CHINESE PEAT GEOSCIENCE IN RECENT TEN YEARS","year":2002,"lang":"en","type":"article","venue":"Advance in Earth Sciences","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peat; Swamp; Environmental science; Land reclamation; Physical geography; Greenhouse gas; Hydrology (agriculture); China; Geology; Earth science; Ecology; Geography; Archaeology; Oceanography","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":[0.0006500501,0.000152838,0.0002160847,0.000184925,0.00008821351,0.000030922,0.0005821782,0.00005281208,0.001113614],"category_scores_gemma":[0.0001932823,0.0001271411,0.00002336384,0.002253362,0.0006745105,0.001277141,0.0001703036,0.0002038751,0.0002431487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007493643,"about_ca_system_score_gemma":0.0000132376,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005573915,"about_ca_topic_score_gemma":0.02693561,"domain_scores_codex":[0.9979086,0.0000663021,0.0003191295,0.0006486596,0.000373748,0.0006835965],"domain_scores_gemma":[0.9995064,0.0001111411,0.00007633828,0.00021568,0.000004056061,0.00008635138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005338347,0.00009161895,0.9598213,0.00000140718,1.55364e-7,0.00005886183,0.0003545419,0.01746816,0.0003426627,0.00003692822,0.00001845473,0.02180052],"study_design_scores_gemma":[0.000426154,0.00009960067,0.9788935,0.00002305657,3.232813e-7,0.00001166924,0.00008171483,0.01100923,0.00002466803,0.0009015285,0.008344468,0.0001841435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808826,0.0004309618,0.00002160939,0.0006593385,0.0002027754,0.0001765818,0.000002185879,0.00001723117,0.01760667],"genre_scores_gemma":[0.9941726,0.002480194,0.002441475,0.0003147628,0.00001814517,0.00002566738,9.317059e-7,0.000005040741,0.0005412203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02637822,"threshold_uncertainty_score":0.9997995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009641652522878864,"score_gpt":0.2454390785645893,"score_spread":0.2357974260417104,"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."}}