{"id":"W7062146649","doi":"","title":"Studies on Bastnaesite Flotation: Mineral-Mineral Interactions and Selectivity Issues","year":2023,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sodium hexametaphosphate; Depressant; Gangue; Mineral; Reagent; Calcite; Selectivity; Sodium silicate; Sodium","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000255564,0.0003340694,0.0003492769,0.0003926963,0.0002005947,0.00009746139,0.0001401713,0.0001565668,0.00003655503],"category_scores_gemma":[0.00002265447,0.0003803695,0.00008836104,0.0005728066,0.00003328933,0.001004721,0.00005246632,0.000389086,0.00005600029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001118222,"about_ca_system_score_gemma":0.00003764198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004800841,"about_ca_topic_score_gemma":0.0009165781,"domain_scores_codex":[0.9990353,0.00005329115,0.0001474992,0.0003447854,0.0001594502,0.0002596515],"domain_scores_gemma":[0.9994457,0.0001168129,0.00007221349,0.0001964882,0.00005705352,0.0001117698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004432197,0.0002191029,0.01940632,0.001317487,0.001631235,0.0005150638,0.01235942,0.01962302,0.001704414,0.003044637,0.9374186,0.002317444],"study_design_scores_gemma":[0.004025399,0.001335935,0.5840282,0.002930214,0.001627253,0.000005349681,0.0748717,0.03134381,0.05514935,0.001490346,0.2359028,0.007289655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926153,0.00007566291,0.000007278135,0.00290738,0.000965885,0.0001831721,0.00005231767,0.0009147071,0.00227833],"genre_scores_gemma":[0.7381437,0.001204217,0.0004212294,0.00003783159,0.0002368446,0.000004290355,0.0005396141,0.0001102226,0.259302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7015158,"threshold_uncertainty_score":0.9998648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161749907346996,"score_gpt":0.2312963113628743,"score_spread":0.2196788122894044,"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."}}