{"id":"W4390344762","doi":"10.3390/min14010030","title":"General Properties of Commingled Materials for Mix Designs","year":2023,"lang":"en","type":"article","venue":"Minerals","topic":"Tailings Management and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"FLSmidth","keywords":"Tailings; Environmental science; Mining engineering; Hydraulic conductivity; Permeability (electromagnetism); Weathering; Geology; Soil water; Materials science; Soil science; Geochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002351502,0.0001038816,0.0001891167,0.00009603678,0.00003227283,0.00003040629,0.00011859,0.00003520874,0.00005674779],"category_scores_gemma":[0.00003946645,0.00008282404,0.00004217906,0.0001106602,0.00002201669,0.00007525128,0.00002920455,0.00001905072,0.00004052111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000114201,"about_ca_system_score_gemma":0.000004482232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002261989,"about_ca_topic_score_gemma":0.000006077409,"domain_scores_codex":[0.9993986,0.00001370302,0.0002138632,0.00008349446,0.0000926567,0.0001976475],"domain_scores_gemma":[0.9997697,0.00001640071,0.00002522402,0.0001243886,0.00004495301,0.00001935528],"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":[0.00001840923,0.000004866114,0.00001812962,0.0003697692,0.00003681736,5.984578e-7,0.0002998856,0.002473322,0.9518983,0.0002516164,0.04424058,0.0003877027],"study_design_scores_gemma":[0.0002534467,0.00003811288,0.00002911162,0.00004756376,0.00001709046,2.610914e-7,0.0000559436,0.005223288,0.9601064,0.0001530989,0.0339449,0.0001308355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997064,0.000270589,0.0002152528,0.0001058028,0.000394955,0.0003224996,0.00001815126,0.0003608298,0.001247924],"genre_scores_gemma":[0.9871409,0.00003799746,0.00078962,0.000024853,0.0001466205,0.000123587,0.00001985314,0.00003301822,0.01168353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01043561,"threshold_uncertainty_score":0.3377466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07169971112156115,"score_gpt":0.2365298887100698,"score_spread":0.1648301775885087,"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."}}