{"id":"W3088479284","doi":"10.1007/s10230-020-00711-9","title":"Microbial Succession Signals the Initiation of Acidification in Mining Wastewaters","year":2020,"lang":"en","type":"article","venue":"Mine Water and the Environment","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Genomics","keywords":"Ecological succession; Hydrogeology; Geology; Environmental science; Mineral resource classification; Environmental chemistry; Mining engineering; Geochemistry; Chemistry; Ecology; Geotechnical engineering; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001848191,0.00005199228,0.00006802913,0.00001285698,0.00002824936,0.00000976779,0.00004587994,0.00001789915,0.0000439158],"category_scores_gemma":[0.000002900575,0.0000230494,0.0000177487,0.00001669482,0.00003048019,0.00004278034,0.00002087976,0.00005503531,0.000007078189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007732868,"about_ca_system_score_gemma":4.287165e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008629342,"about_ca_topic_score_gemma":0.000001097359,"domain_scores_codex":[0.9996381,0.00004558721,0.00014093,0.00005938357,0.00005407888,0.00006193193],"domain_scores_gemma":[0.9998981,0.00001883807,0.00001678091,0.00005091007,9.069718e-7,0.00001446957],"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":[0.00002782743,0.000006827977,0.0003087388,0.00001754663,0.000007222726,2.812232e-7,0.004701096,0.01123507,0.9806406,0.00001003348,0.00002089093,0.003023831],"study_design_scores_gemma":[0.0008496085,0.00002085591,0.002752745,0.00001811339,0.00001578904,0.000001512737,0.0007412966,0.02893263,0.9637831,0.00002443926,0.002781549,0.00007837017],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970644,0.00009767593,0.001022642,0.001519269,0.0000339683,0.00009697747,0.000001155047,0.000007590937,0.0001563602],"genre_scores_gemma":[0.9996992,0.00007490601,0.00005939901,0.00009265837,0.00002689468,0.000006328086,0.00001296713,0.00000470204,0.00002297483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01769757,"threshold_uncertainty_score":0.09399272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331457203174117,"score_gpt":0.1840936817077018,"score_spread":0.1707791096759607,"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."}}