{"id":"W4250593021","doi":"10.1007/bf03402334","title":"New d","year":2012,"lang":"en","type":"article","venue":"Mining Metallurgy & Exploration","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kemetco Research (Canada)","funders":"","keywords":"Roasting; Manganese; Environmentally friendly; Work (physics); Environmental science; Process engineering; High energy; Waste management; Low energy; Materials science; Engineering; Metallurgy; Engineering physics","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":[0.0001161474,0.00008958303,0.00008426027,0.00007366135,0.00004839552,0.00004312092,0.00004343069,0.00004712853,0.0006069869],"category_scores_gemma":[0.0000271664,0.00009240726,0.00002839441,0.0001597174,0.000005023966,0.001626227,0.000005053733,0.00005492725,0.0006269157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002070796,"about_ca_system_score_gemma":0.00001291675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002499814,"about_ca_topic_score_gemma":0.000007372051,"domain_scores_codex":[0.9994878,0.00001341956,0.0001579579,0.00006760177,0.0001153615,0.000157832],"domain_scores_gemma":[0.9997334,0.00002321399,0.00002507987,0.00009212833,0.00002352342,0.0001026733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004118682,0.0001763025,0.002465238,0.0001499574,0.0003204927,0.00000450499,0.03420034,0.1241276,0.1412187,0.03101126,0.2928489,0.3734355],"study_design_scores_gemma":[0.0003099886,0.00002725935,0.0005808285,0.00001473204,0.00004035165,0.00001251149,0.001203865,0.01748859,0.04776277,0.000885393,0.9313082,0.0003655494],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04823546,0.0009940679,0.8725227,0.0002079487,0.001603566,0.00008695934,5.182897e-7,0.0008369522,0.0755119],"genre_scores_gemma":[0.9857405,0.00006541242,0.01053701,0.00007167746,0.0004213928,0.00001863844,0.00002724126,0.00002209926,0.003096065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.937505,"threshold_uncertainty_score":0.8057941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04601554501864046,"score_gpt":0.2596279573262434,"score_spread":0.213612412307603,"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."}}