{"id":"W3159884583","doi":"10.3390/min11050490","title":"Assessment of Sortability Using a Dual-Energy X-ray Transmission System for Studied Sulphide Ore","year":2021,"lang":"en","type":"article","venue":"Minerals","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Mitacs","keywords":"Tailings; Mill; Sorting; Dual energy; Carbonate; Mining engineering; Environmental science; Characterization (materials science); Metallurgy; Materials science; Geology; Computer science; Engineering; Nanotechnology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006965369,0.0003148888,0.0002518616,0.001791436,0.0003487538,0.0006839526,0.0003861832,0.0007669129,0.002231008],"category_scores_gemma":[0.001124674,0.000284908,0.0002822896,0.0009703591,0.000398331,0.000563189,0.0003758674,0.000364799,0.0004839388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002591449,"about_ca_system_score_gemma":0.0001900179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331186,"about_ca_topic_score_gemma":0.002671383,"domain_scores_codex":[0.9995835,0.00004654039,0.00004194013,0.00009201219,0.0002002822,0.00003568913],"domain_scores_gemma":[0.9993131,0.0001980475,0.000129177,0.00005147919,0.0002757219,0.00003248886],"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":[0.0005740208,0.00008550174,0.02076476,0.0001634593,0.00003965925,0.0001312889,0.0002778641,0.000683962,0.9605513,0.0002041473,0.0001237448,0.01640033],"study_design_scores_gemma":[0.00002001143,0.0007079762,0.123959,0.00002281375,0.0001142177,0.001052686,0.0004727383,0.01477742,0.8564141,0.0001757427,0.00223591,0.00004735615],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751491,0.0002780209,0.02194402,0.00004552161,0.00001204467,0.00007015406,0.0002957052,0.0002592236,0.001946131],"genre_scores_gemma":[0.9617469,0.0004068649,0.03460238,0.0000601595,0.000009273303,0.00004841171,0.0004902838,0.00007047061,0.002565249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002231008,"threshold_uncertainty_score":0.007463455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02182049032447507,"score_gpt":0.28739487941472,"score_spread":0.2655743890902449,"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."}}