{"id":"W2355982172","doi":"","title":"The Preliminary Discussion of Technology Specifications Requirements for Sediment Monitoring and Evaluation","year":2007,"lang":"en","type":"article","venue":"Environmental Monitoring in China","topic":"Environmental Quality and Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sediment; China; Environmental science; Environmental resource management; Engineering; Geology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009886887,0.001191748,0.0005324599,0.002644043,0.002126512,0.003255442,0.001888188,0.00323742,0.01071875],"category_scores_gemma":[0.01987275,0.001034224,0.001618064,0.00224323,0.001030219,0.003850195,0.001348523,0.002761021,0.003745502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003502167,"about_ca_system_score_gemma":0.005817072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0144911,"about_ca_topic_score_gemma":0.01411863,"domain_scores_codex":[0.9858633,0.00348347,0.002260311,0.0008832775,0.006487058,0.00102257],"domain_scores_gemma":[0.984272,0.0052058,0.000907483,0.001264676,0.008142569,0.0002075071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004049609,0.0003904176,0.01729523,0.00252292,0.00009717957,0.003805092,0.003499715,0.02980732,0.0679491,0.5213469,0.1071779,0.2457033],"study_design_scores_gemma":[0.00004381361,0.0005509777,0.01307873,0.001042839,0.0001542268,0.001921922,0.0015907,0.02187792,0.08234066,0.08015458,0.7970037,0.0002398597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03688018,0.005847965,0.7365808,0.02112091,0.002367257,0.001762225,0.004319506,0.001902318,0.1892187],"genre_scores_gemma":[0.3352138,0.009201315,0.5252932,0.01556399,0.001441534,0.003060903,0.009932685,0.0009416711,0.09935092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0144911,"threshold_uncertainty_score":0.05228752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0388734308746073,"score_gpt":0.3116495822071306,"score_spread":0.2727761513325233,"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."}}