{"id":"W6939588272","doi":"10.6084/m9.figshare.25551598","title":"Assessment of the impact of grinding conditions and water quality on the flotation of rare earth elements bearing minerals using hydroxamic acid","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gangue; Dolomite; Grinding; Tailings; Froth flotation; Rare earth; Bleach; Pyrite; Particle size","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006581778,0.0003185026,0.0003098102,0.0002152394,0.0002066216,0.0004034117,0.0002737702,0.0003486147,0.0007455955],"category_scores_gemma":[0.001172351,0.0001522136,0.0002289961,0.0002154168,0.0002246283,0.0003786834,0.0002146874,0.0004549454,0.0001808704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002907618,"about_ca_system_score_gemma":0.0002006467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002052309,"about_ca_topic_score_gemma":0.004978123,"domain_scores_codex":[0.9996133,0.00006827973,0.00003236488,0.00006884387,0.0001696162,0.00004756649],"domain_scores_gemma":[0.9992243,0.0003188935,0.0001501937,0.00003199297,0.0002145117,0.00006002545],"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":[0.0001809322,0.00007370125,0.001892153,0.00008180695,0.00001619888,0.00003660336,0.00003697829,0.0003153832,0.993913,0.00001062578,0.00002053546,0.003422002],"study_design_scores_gemma":[0.000009392754,0.001638502,0.02907517,0.00001036407,0.00003813295,0.00006534561,0.00009537763,0.001856994,0.9666699,0.00001506801,0.0005147936,0.00001078089],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988695,0.000305633,0.0004708925,0.00001949231,0.000005743947,0.00001767688,0.00007702566,0.00001397565,0.0002202192],"genre_scores_gemma":[0.9956721,0.0006406609,0.002810975,0.00003348072,0.000005875374,0.00001986393,0.0002216435,0.00001877857,0.000576666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002052309,"threshold_uncertainty_score":0.004080713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07767082648846593,"score_gpt":0.3770563343711242,"score_spread":0.2993855078826583,"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."}}