{"id":"W2172021298","doi":"10.1897/ieam_2009-053.1","title":"Recommendations on the environmental risk assessment of pharmaceuticals: Effect characterization","year":2009,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Toxicology; Mode of action; Drug; Bioaccumulation; Pharmacology; Environmental science; Biology; Environmental chemistry; Chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006925835,0.0004568625,0.0003266428,0.00007531717,0.0003811444,0.00007020756,0.0003376866,0.0000870983,0.004835556],"category_scores_gemma":[0.000006128083,0.0003067482,0.0001344965,0.0001688062,0.000461769,0.0003194913,0.0003085202,0.0004679711,0.0001793067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005726467,"about_ca_system_score_gemma":0.000004248688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001086625,"about_ca_topic_score_gemma":9.442474e-7,"domain_scores_codex":[0.9973339,0.0003900283,0.0005220665,0.0006097329,0.0006723804,0.0004718733],"domain_scores_gemma":[0.9989207,0.0001614837,0.0002754201,0.0004091582,9.938984e-7,0.0002321775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001292158,0.002844582,0.238362,0.00002811295,0.0003050632,0.00002971939,0.0001367303,0.0002837705,0.3215964,0.002704025,0.001539196,0.4320412],"study_design_scores_gemma":[0.001208659,0.0009662432,0.954708,0.00006810758,0.0002496061,0.000007476294,0.0001859343,0.007662734,0.0136942,0.0003682129,0.02045839,0.0004223805],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780042,0.00002775198,0.001865499,0.003004963,0.0001532012,0.0013315,0.0001982382,0.00005540365,0.01535925],"genre_scores_gemma":[0.9924415,0.003588804,0.00124874,0.001771593,0.00002513794,0.0000482685,0.0002844389,0.00002573322,0.0005658003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7163461,"threshold_uncertainty_score":0.9999385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781550313923475,"score_gpt":0.3165886601651929,"score_spread":0.2987731570259581,"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."}}