{"id":"W2084211016","doi":"10.1016/j.aquatox.2011.03.007","title":"The two faces of DOC","year":2011,"lang":"en","type":"article","venue":"Aquatic Toxicology","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":145,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University; McMaster University","funders":"Canada Research Chairs","keywords":"Biotic Ligand Model; Dissolved organic carbon; Environmental chemistry; Chemistry; Metal toxicity; Bioavailability; Toxicity; Metal; Pollutant; Humic acid; Biology; Heavy metals; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004705158,0.0001438946,0.0002138055,0.00002737203,0.0002886589,0.000004983162,0.0005028065,0.0001416552,0.01160522],"category_scores_gemma":[0.00009852119,0.0001016154,0.00006806436,0.0001722158,0.001629413,0.00009156059,0.0003042768,0.0001700811,0.001682154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007304277,"about_ca_system_score_gemma":0.000009397557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001449201,"about_ca_topic_score_gemma":0.002038516,"domain_scores_codex":[0.9985907,0.0002173915,0.000360592,0.0002711425,0.0001323487,0.0004277924],"domain_scores_gemma":[0.9989698,0.0003838371,0.0001833911,0.0003787212,0.000001736878,0.00008253512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003659168,0.001523433,0.6614839,0.00001222211,0.0001977124,0.0000655027,0.00415975,0.0002463497,0.2517242,0.02137042,0.01177763,0.04707294],"study_design_scores_gemma":[0.002331327,0.003129483,0.5758042,0.000008830514,0.0001346064,0.000170179,0.001307544,0.001149393,0.2632675,0.0861035,0.06585666,0.0007368358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.87276,0.00006226281,0.0002002469,0.0002748539,0.0003668098,0.000260166,0.000001586846,0.00002492958,0.1260492],"genre_scores_gemma":[0.9944702,0.00005027168,0.001505508,0.0005691543,0.00001972082,0.00006473824,9.104936e-7,0.00001200147,0.003307444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1227417,"threshold_uncertainty_score":0.9990951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230344229986603,"score_gpt":0.2387671116330048,"score_spread":0.2164636693331388,"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."}}