{"id":"W3086371274","doi":"10.1007/s42461-020-00299-2","title":"Mineralogical Characterization and Preliminary Beneficiation of the Zoro Lithium Project, Manitoba, Canada","year":2020,"lang":"en","type":"article","venue":"Mining Metallurgy & Exploration","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"ARC Resources (Canada); Mount Saint Vincent University","funders":"","keywords":"Spodumene; Tourmaline; Pegmatite; Quartz; Geology; Mineral; Mineralogy; Feldspar; Beneficiation; Albite; Plagioclase; Geochemistry; Metallurgy; Materials science; Ceramic","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":[0.00006603015,0.0001052576,0.0001254464,0.00003128843,0.00007123251,0.00003364827,0.00006458507,0.00005190152,0.0000153051],"category_scores_gemma":[0.000084547,0.00008679421,0.00002173533,0.0002332387,0.00001454911,0.000468483,0.00001679589,0.00007400662,0.000001556756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003154555,"about_ca_system_score_gemma":0.00007215419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001118352,"about_ca_topic_score_gemma":0.01181936,"domain_scores_codex":[0.9992807,0.00004023837,0.000273036,0.0001315716,0.0001880662,0.00008640558],"domain_scores_gemma":[0.9996755,0.00003299113,0.000101636,0.0000786642,0.00007727431,0.00003396144],"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":[0.0001831297,0.00009456072,0.004514334,0.0006342576,0.0001576707,0.00000689014,0.01342883,0.05867283,0.8831885,0.002260619,0.009749025,0.0271093],"study_design_scores_gemma":[0.000841238,0.0003614977,0.09958565,0.0001159682,0.0001653127,0.00001890528,0.005223983,0.705143,0.1031091,0.0001206964,0.08460592,0.0007087222],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719296,0.0001034279,0.02522,0.001266056,0.0003220709,0.0002685548,0.00001176214,0.000108636,0.0007699259],"genre_scores_gemma":[0.9989855,0.00005714249,0.0003308064,0.0002456612,0.000100126,0.00003637244,0.0001253111,0.00001406235,0.0001049647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7800794,"threshold_uncertainty_score":0.6595481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04196514789897568,"score_gpt":0.2097640993358408,"score_spread":0.1677989514368651,"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."}}