{"id":"W4250262127","doi":"10.1023/a:1025421005891","title":"Relationship between Pb/Cd adsorption and metal oxides on surface coatings at different depths in Lake Jingyuetan","year":2003,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Adsorption; Metal; Langmuir; Coating; Manganese; Surface water; Environmental chemistry; Materials science; Mineralogy; Metallurgy; Chemistry; Environmental science; Environmental engineering; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006466677,0.0002272248,0.0002547196,0.00003578501,0.0001195268,0.00001410536,0.0001279259,0.0001656691,0.0006799031],"category_scores_gemma":[0.0003323456,0.0001864007,0.00004852753,0.0001308099,0.0002542764,0.0001027375,0.0001517695,0.0002494082,0.0005608669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003526793,"about_ca_system_score_gemma":0.000002252752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000292591,"about_ca_topic_score_gemma":0.0007677249,"domain_scores_codex":[0.9982295,0.000400265,0.0003318325,0.0004922145,0.0001891131,0.0003570752],"domain_scores_gemma":[0.999022,0.0004890525,0.000112569,0.0002724765,0.000001276679,0.0001026155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006863278,0.00004820406,0.9107755,0.000003749042,0.000003622637,0.000001944393,0.000105846,0.001796155,0.08703563,0.00007853125,0.00004826176,0.00009574261],"study_design_scores_gemma":[0.0003129164,0.0001118654,0.9620212,0.0000127513,0.00001533143,0.000005197787,0.00002785841,0.00005642987,0.03578475,0.0004260923,0.001007793,0.0002177693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971572,0.00004318546,0.0001011785,0.00007956672,0.00006372118,0.0003005453,0.00001703791,0.00004209809,0.002195432],"genre_scores_gemma":[0.9982102,0.00001441867,0.0009115481,0.00007981239,0.00001061329,0.00001636807,0.0000338379,0.00001751995,0.0007056721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05125087,"threshold_uncertainty_score":0.7601199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0318905187164504,"score_gpt":0.246378163937361,"score_spread":0.2144876452209106,"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."}}