{"id":"W2021481398","doi":"10.1016/j.chemgeo.2003.11.010","title":"Chemical and isotopic evidence for accelerated bacterial sulphate reduction in acid mining lakes after addition of organic carbon: laboratory batch experiments","year":2004,"lang":"en","type":"article","venue":"Chemical Geology","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Ottawa; University of Calgary","funders":"","keywords":"Environmental chemistry; Alkalinity; Pyrite; Chemistry; Sulfur; Acid mine drainage; Succinic acid; Sulfate; Bottle; Dissolved organic carbon; Sulfate-reducing bacteria; Sedimentary organic matter; Total organic carbon; Geology; Mineralogy; 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":[0.0001069679,0.00009043867,0.0001604439,0.00002770956,0.00001182226,0.000004938679,0.00007551967,0.000158013,0.000517707],"category_scores_gemma":[0.0002026713,0.00008682413,0.00001862484,0.0001328188,0.0001930353,0.0001202847,0.00007348768,0.00006640449,0.000002546557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000877715,"about_ca_system_score_gemma":0.00001646234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002337721,"about_ca_topic_score_gemma":0.000009181809,"domain_scores_codex":[0.9992234,0.00001986945,0.0002893623,0.0002413856,0.00007130898,0.0001547235],"domain_scores_gemma":[0.9996968,0.00002930969,0.0001214887,0.00009407681,0.00001749756,0.00004082654],"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":[0.0001023751,0.00003848601,0.001478516,0.00001560712,0.000002636486,0.000001964726,0.0004290282,3.968821e-7,0.9976073,0.000003223513,0.00005789425,0.0002625642],"study_design_scores_gemma":[0.0005174909,0.00004851438,0.001224848,0.00003078078,0.000005355826,0.000005134479,0.00005318889,0.00001488087,0.9976943,0.0002597415,0.00005882814,0.00008697779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993221,0.0001287933,0.00003721212,0.0001865344,0.00007159099,0.0001885249,0.000003638767,0.00002266052,0.00003897843],"genre_scores_gemma":[0.9983044,0.00003058532,0.00136257,0.00004641938,0.00008509464,0.000119008,0.00003025302,0.00000722862,0.00001449171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001325358,"threshold_uncertainty_score":0.5668529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01864480862646754,"score_gpt":0.2646337771062746,"score_spread":0.2459889684798071,"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."}}