{"id":"W3043178619","doi":"10.1080/08827508.2020.1793144","title":"Influence Mechanisms of Additives on Coal-based Reduction of Complex Refractory Iron Ore","year":2020,"lang":"en","type":"article","venue":"Mineral Processing and Extractive Metallurgy Review","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Iron Ore Company (Canada)","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Iron ore; Chemistry; Decomposition; Differential scanning calorimetry; Scanning electron microscope; Thermogravimetry; Chemical engineering; Coal; Metallurgy; Materials science; Inorganic chemistry","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":[0.0002136518,0.0001514008,0.0003600617,0.00003011362,0.00005973528,0.000009864174,0.0000910458,0.00004240935,0.0007415112],"category_scores_gemma":[0.0001331029,0.0001220198,0.00006154819,0.0002129247,0.0002020331,0.0002952844,0.00002349727,0.0001104426,0.00001208358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002080613,"about_ca_system_score_gemma":0.00001848462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003672631,"about_ca_topic_score_gemma":0.000002177496,"domain_scores_codex":[0.9988509,0.0001239102,0.0003945177,0.000274725,0.0002562999,0.00009968773],"domain_scores_gemma":[0.9993144,0.00003779099,0.0004211757,0.00009845839,0.00004973981,0.00007838747],"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":[0.00009663057,0.0001712,0.00004282507,0.001779194,0.00001089268,0.000001597051,0.0003045377,0.001146138,0.9422528,0.0003149575,0.00208612,0.0517931],"study_design_scores_gemma":[0.002462728,0.00518911,0.03926022,0.01166571,0.0006685741,0.00004917472,0.0006555719,0.04444556,0.7500196,0.002547744,0.1408919,0.002144054],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9123241,0.0137951,0.04770587,0.006610153,0.00006340404,0.001929209,0.00007437442,0.0002646096,0.01723312],"genre_scores_gemma":[0.9932004,0.001217884,0.004180488,0.001202057,0.00001262812,0.00002650137,0.00003248354,0.0000105371,0.0001170615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1922332,"threshold_uncertainty_score":0.8119028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04412263523027934,"score_gpt":0.304946719560129,"score_spread":0.2608240843298497,"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."}}