{"id":"W2884568030","doi":"10.18502/keg.v3i5.2656","title":"Manganese Ore Thermal Treatment Prior to Smelting","year":2018,"lang":"en","type":"article","venue":"KnE Engineering","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Manganese; Smelting; Metallurgy; Zinc smelting; Environmental science; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005926085,0.000203337,0.0001766674,0.00007252996,0.00004589504,0.0000355694,0.0001263227,0.00005705635,0.0001701806],"category_scores_gemma":[0.0000192682,0.0001695942,0.00005770327,0.0001962773,0.000009020395,0.00007329086,0.00002972455,0.00007886851,0.0002582472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000928255,"about_ca_system_score_gemma":0.000005551499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000760708,"about_ca_topic_score_gemma":0.000006123895,"domain_scores_codex":[0.9992517,0.000003361378,0.0001578005,0.0001603134,0.00009770915,0.0003291604],"domain_scores_gemma":[0.999599,0.0000264751,0.00001021027,0.0001993166,0.00002359182,0.0001414332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001676302,0.00004230912,0.00004590618,0.0001756506,0.0001694832,0.00005076234,0.001391402,0.8406627,0.1006612,0.001575207,0.00004901267,0.05515955],"study_design_scores_gemma":[0.0002504483,0.000110596,0.001370019,0.00004024921,0.00001653563,0.00001094058,0.00002030198,0.9698806,0.00482982,0.00001333419,0.02316073,0.0002964491],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442146,0.0001989019,0.04870447,0.00003300187,0.0004247421,0.0001543125,0.000003475144,0.0006364804,0.005629969],"genre_scores_gemma":[0.9954246,0.00001113688,0.003638462,0.00001874893,0.0004998319,0.00002594214,0.000003561614,0.00006796286,0.0003097827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1292178,"threshold_uncertainty_score":0.691585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007211802478265489,"score_gpt":0.2037447507918757,"score_spread":0.1965329483136102,"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."}}