{"id":"W4404545577","doi":"10.3390/min14111177","title":"Preliminary Beneficiation Studies of Quartz Samples from the Northwest Territories, Canada","year":2024,"lang":"en","type":"article","venue":"Minerals","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Northwest Territories; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Quartz; Beneficiation; Impurity; Geology; Leaching (pedology); Mineralogy; Materials science; Geochemistry; Metallurgy; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002676435,0.0002237161,0.000202351,0.001097437,0.001829743,0.00045659,0.000236389,0.0002116594,0.001506724],"category_scores_gemma":[0.0003009433,0.0001444792,0.0001820761,0.001049041,0.0002968187,0.0001112575,0.0002417649,0.0001540556,0.0002033975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265483,"about_ca_system_score_gemma":0.001290043,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5481508,"about_ca_topic_score_gemma":0.7815163,"domain_scores_codex":[0.9997413,0.000008569897,0.0000137525,0.00004412518,0.0001437111,0.00004859133],"domain_scores_gemma":[0.999731,0.00002128359,0.00001799094,0.000008926306,0.0001974198,0.00002327743],"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":[0.0004524997,0.00008378246,0.08667981,0.0001080227,0.00003423942,0.0004077697,0.001446436,0.0004870108,0.8997432,0.0001124272,0.0002348229,0.01021003],"study_design_scores_gemma":[0.00002813274,0.000404435,0.7511559,0.0000153753,0.00007012822,0.0004532002,0.002154422,0.0008875316,0.2385767,0.00003901957,0.006196158,0.00001903567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963579,0.0000839869,0.0005725348,0.00001055252,0.000001209192,0.00006299021,0.0006617681,0.000008631934,0.0022405],"genre_scores_gemma":[0.9903837,0.0003313671,0.00285604,0.00003831141,0.000003123114,0.00003883031,0.001540354,0.00001988842,0.004788396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4518492,"threshold_uncertainty_score":0.9090204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157285724133396,"score_gpt":0.2403244723254282,"score_spread":0.2187516150840943,"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."}}