{"id":"W4231989101","doi":"10.1897/07-654","title":"TOXICITY AND METAL SPECIATION IN ACID MINE DRAINAGE TREATED BY PASSIVE BIOREACTORS","year":2007,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Acid mine drainage; Genetic algorithm; Metal toxicity; Environmental chemistry; Bioreactor; Toxicity; Environmental science; Metal; Chemistry; Heavy metals; Biology; Ecology; Organic 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":[],"consensus_categories":[],"category_scores_codex":[0.0000861013,0.0001130375,0.0001133709,0.00001940651,0.00003439298,0.000006557479,0.00002687426,0.0001608538,0.000274127],"category_scores_gemma":[0.000007305766,0.0001112912,0.00001727128,0.0000298009,0.00007460314,0.00006403887,0.00001830031,0.0001708644,0.000003786018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008420458,"about_ca_system_score_gemma":9.475079e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002738011,"about_ca_topic_score_gemma":0.000007386722,"domain_scores_codex":[0.9995145,0.000009044071,0.0001347591,0.0001461527,0.00004633929,0.0001491557],"domain_scores_gemma":[0.9998314,0.0000257906,0.00002603978,0.00004883465,4.635597e-7,0.00006741603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001279047,0.0000725968,0.006913828,0.00001097921,0.00001500723,0.00001306125,0.00005712715,0.000002314275,0.9866456,0.000002113932,0.00004811314,0.006206484],"study_design_scores_gemma":[0.0004044642,0.0000206995,0.06230645,0.00000330431,0.000009293748,0.00002571934,0.000185881,0.0001322132,0.9350272,0.00001097964,0.001752744,0.0001209811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948588,0.0004095802,0.00004424873,0.00002262901,0.00003627189,0.00004878734,0.00001748337,0.00002805829,0.004534164],"genre_scores_gemma":[0.9993586,0.0001406752,0.00003819458,0.00003700898,0.00003633981,0.000002905676,0.00006053723,0.000007937638,0.0003178342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05539262,"threshold_uncertainty_score":0.4538325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003391814938760522,"score_gpt":0.1833120068293493,"score_spread":0.1799201918905888,"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."}}