{"id":"W2043227421","doi":"10.1007/s00128-015-1493-9","title":"Formaldehyde Concentration in Discharge from Land Based Aquaculture Facilities in Atlantic Canada","year":2015,"lang":"en","type":"article","venue":"Bulletin of Environmental Contamination and Toxicology","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Aquaculture; Effluent; Environmental science; Formaldehyde; Water quality; Ecotoxicology; Aquatic environment; Aquatic ecosystem; Outfall; Wastewater; Contamination; Environmental engineering; Environmental chemistry; Fish <Actinopterygii>; Fishery; Ecology; Biology; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007137145,0.00008269237,0.0001591142,0.00002855481,0.00001082175,0.000003623922,0.00005326574,0.0001046808,0.0002745685],"category_scores_gemma":[0.00007922074,0.00007538187,0.00001155809,0.00001961894,0.0000477615,0.00002244644,0.00002510511,0.0001020195,0.000003057753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001577869,"about_ca_system_score_gemma":0.00002228686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04906961,"about_ca_topic_score_gemma":0.08297732,"domain_scores_codex":[0.9994341,0.0000278585,0.000197084,0.0001220556,0.00009480389,0.0001241426],"domain_scores_gemma":[0.99977,0.00008575134,0.00004489898,0.00005551536,0.000003113424,0.00004064592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002790223,0.0002671451,0.8612853,0.00005543591,0.00001907674,0.00003460661,0.0009351652,0.0007548141,0.1287358,0.0009750561,0.001583578,0.00507501],"study_design_scores_gemma":[0.01308097,0.0003166957,0.7547858,0.0000951841,0.00002073841,0.000005616074,0.006672801,0.03411174,0.07000981,0.0002181259,0.1201291,0.0005533882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977074,0.0001980873,0.0000981436,0.001193987,0.00003952859,0.000114161,0.00005709724,0.0000123977,0.0005791699],"genre_scores_gemma":[0.9993833,0.00001955645,0.00007327638,0.0001204451,0.000006786399,0.00001383491,0.00007989613,0.000003911648,0.0002989919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1185455,"threshold_uncertainty_score":0.9572627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008297013462803909,"score_gpt":0.1878105617748316,"score_spread":0.1795135483120277,"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."}}