{"id":"W2028845337","doi":"10.1021/es026274z","title":"Biofilm Hydrous Manganese Oxyhydroxides and Metal Dynamics in Acid Rock Drainage","year":2003,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Diel vertical migration; Environmental chemistry; Chemistry; Metal; Manganese; Dissolution; Biogeochemical cycle; Mineralogy; Geology; Bacteria; Oceanography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009172724,0.0001391087,0.000164369,0.000308553,0.0002222805,0.0003286265,0.0001426478,0.0002166963,0.0003343213],"category_scores_gemma":[0.0001412642,0.0001639652,0.00009528535,0.0001504569,0.0002290666,0.0001670598,0.0002758981,0.000168431,0.0000886863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003628991,"about_ca_system_score_gemma":0.0002045336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00639322,"about_ca_topic_score_gemma":0.0112355,"domain_scores_codex":[0.9999428,0.000004406751,0.000004103276,0.00002065219,0.00001270839,0.00001536164],"domain_scores_gemma":[0.9999198,0.00001200265,0.00002275763,0.000002701954,0.00001822526,0.0000244846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002278657,0.00005571497,0.1527959,0.00004225556,0.00001568092,0.0001084837,0.0004649381,0.000233262,0.8411862,0.00005365128,0.00003834438,0.004777769],"study_design_scores_gemma":[0.000007968485,0.0001815339,0.9639099,0.000004508317,0.00001228586,0.00009143781,0.0006197914,0.001663291,0.03314232,0.00005045391,0.0003085852,0.000007795528],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998268,0.00003423074,0.00003737483,0.000003077965,3.260298e-7,0.000001123294,0.00003000733,0.000001443681,0.00006553253],"genre_scores_gemma":[0.9995148,0.0000394458,0.0001649539,0.000004461594,8.654707e-7,0.000003954857,0.00005794199,7.367168e-7,0.0002128442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00639322,"threshold_uncertainty_score":0.012712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003324966787257641,"score_gpt":0.1988702948993724,"score_spread":0.1955453281121148,"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."}}