{"id":"W2897236357","doi":"","title":"낙동강 본류에 분포하는 표층 퇴적물의 지화학적 특성 변화","year":2017,"lang":"ko","type":"article","venue":"한국환경과학회지","topic":"Ecology and Conservation Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loss on ignition; Total organic carbon; Sediment; Environmental science; Organic matter; Pollution; Heavy metals; Environmental chemistry; Grain size; Geology; Chemistry; Metallurgy; Materials science","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":["insufficient_payload"],"category_scores_codex":[0.0003323804,0.0002542913,0.0003593706,0.00001237584,0.00304126,0.0002933255,0.0008043439,0.0002989421,0.003145271],"category_scores_gemma":[0.0003763057,0.0001105463,0.0001823667,0.00009990685,0.0005839865,0.0002912229,0.0004347264,0.0002608299,0.002362513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002332409,"about_ca_system_score_gemma":0.00002466919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009464234,"about_ca_topic_score_gemma":0.004976327,"domain_scores_codex":[0.9983901,0.0001059017,0.0003159434,0.0004851784,0.0001952779,0.0005075881],"domain_scores_gemma":[0.998826,0.0002591553,0.000349888,0.0002747785,0.000159503,0.0001307011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000053817,0.0001903678,0.8839124,0.00001935745,0.0001335934,0.00004313889,0.0002460214,4.317219e-7,0.003522362,0.00676908,0.04298661,0.06212286],"study_design_scores_gemma":[0.0002142078,0.0001987179,0.8545817,0.00003343177,0.00004004,0.000005724894,0.0006244651,0.00001384043,0.0003340612,0.00172059,0.1419736,0.0002595855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9215424,0.0009558411,0.000001086831,0.04683292,0.001398279,0.0001929003,0.00005121882,0.00006644129,0.02895888],"genre_scores_gemma":[0.9560937,0.0007742017,0.00003584177,0.002438019,0.0009174738,0.00002628263,0.00001691137,0.000001827461,0.03969575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09898701,"threshold_uncertainty_score":0.9984143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0692911435417582,"score_gpt":0.2759582419804393,"score_spread":0.2066670984386811,"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."}}