{"id":"W2029898805","doi":"10.1007/s10230-008-0062-4","title":"Prediction of Minerals Producing Acid Mine Drainage Using a Computer-Assisted Thermodynamic Chemical Equilibrium Model","year":2009,"lang":"en","type":"article","venue":"Mine Water and the Environment","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Acid mine drainage; Mineralogy; Mineral; Geology; Environmental science; Chemistry; Mining engineering; Materials science; Metallurgy; Environmental 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":[0.000336821,0.0001645299,0.0002094155,0.00002979712,0.00005952137,0.00001445183,0.0001447753,0.00005773458,0.00009347705],"category_scores_gemma":[0.000004234375,0.00009228002,0.00006553993,0.00004260891,0.000254046,0.0001129665,0.0001855515,0.00007888517,0.000005187038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006982036,"about_ca_system_score_gemma":0.000001826161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000467455,"about_ca_topic_score_gemma":7.475556e-7,"domain_scores_codex":[0.9988939,0.00005378053,0.0002975836,0.0003028174,0.0002321585,0.0002198086],"domain_scores_gemma":[0.9995694,0.00001111202,0.00007891311,0.0002875333,0.000002645976,0.00005041719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003828473,0.0001117175,0.0000870681,0.000009012632,0.00001016681,0.00000176456,0.001394365,0.004833511,0.9913932,0.00001865476,0.00007036251,0.002031896],"study_design_scores_gemma":[0.0008867119,0.0001047627,0.001188953,0.00001693214,0.00004693346,0.00001692889,0.00001821433,0.5029975,0.4928542,0.001664708,0.00006917078,0.0001349112],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805378,0.00005639473,0.01756365,0.000662351,0.00002110145,0.0003670972,0.000008090107,0.00003074096,0.0007527685],"genre_scores_gemma":[0.9930889,0.00001427929,0.006191852,0.0001358364,0.00005734376,0.00001257093,0.00004057378,0.00001096046,0.0004476529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4985389,"threshold_uncertainty_score":0.376307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318392406519004,"score_gpt":0.2034002437787785,"score_spread":0.1902163197135884,"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."}}