{"id":"W3181232273","doi":"10.1021/acs.est.1c01570","title":"Carbonation, Cementation, and Stabilization of Ultramafic Mine Tailings","year":2021,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"SGS (Canada); Trent University","funders":"Environmental Careers Organization of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Brucite; Tailings; Carbonation; Cementation (geology); Carbonate; Carbon dioxide; Geology; Chemistry; Cement; Metallurgy; Materials science; Magnesium","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001706753,0.00008390231,0.00008702873,0.0001287165,0.0001950429,0.00001613658,0.0001471458,0.00006012535,0.003048487],"category_scores_gemma":[0.0001054622,0.0000847743,0.00001642211,0.0008329524,0.001782625,0.0002997698,0.0001852045,0.00007962358,0.00004885164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001804794,"about_ca_system_score_gemma":0.00002379915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006038826,"about_ca_topic_score_gemma":0.00008124419,"domain_scores_codex":[0.9989607,0.00001786224,0.0002170708,0.0003528227,0.0002757167,0.0001758447],"domain_scores_gemma":[0.9996276,0.00001979731,0.0000967555,0.0001950773,0.00001171815,0.00004903115],"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":[0.000002262801,0.00009265487,0.1511684,0.000001487833,0.000002001795,0.000002412904,0.0002645267,0.0004348402,0.8426775,0.001727105,0.00003747404,0.003589361],"study_design_scores_gemma":[0.0003615359,0.0001537713,0.2043243,0.000006967737,0.0000150096,0.00009915828,0.003247097,0.00139229,0.7749762,0.004415291,0.01079771,0.0002106785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935389,0.00004804232,0.0007694023,0.001565983,0.00007590076,0.0001113292,0.000004249865,0.00003589359,0.003850299],"genre_scores_gemma":[0.9974307,0.00006144196,0.001772444,0.0001299928,0.000005162035,0.00001230268,0.00001447815,0.00000377723,0.0005697071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06770127,"threshold_uncertainty_score":0.9978629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004968581180554352,"score_gpt":0.2226025363451438,"score_spread":0.2176339551645895,"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."}}