{"id":"W4408132475","doi":"10.18280/mmep.120233","title":"Theoretical and Experimental Substantiation for the Production of Siliceous Ferroalloy and Calcium Carbide from High-Silica Phosphorites","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Coal and Coke Industries Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ferroalloy; Calcium carbide; Carbide; Calcium; Production (economics); Phosphorite; Metallurgy; Mineralogy; Environmental science; Materials science; Geology; Phosphorus; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001692377,0.0001109258,0.000174292,0.00003651316,0.00008699566,0.00004543823,0.00005579454,0.00007854952,0.00001166059],"category_scores_gemma":[0.0001017896,0.00007786031,0.00002293084,0.00008049975,0.0001226005,0.00003800589,0.00005089205,0.0001205214,2.589754e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001358003,"about_ca_system_score_gemma":0.000008487251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002259535,"about_ca_topic_score_gemma":0.000003075373,"domain_scores_codex":[0.9993281,0.0000108484,0.0001978321,0.0001979659,0.0001085374,0.0001566661],"domain_scores_gemma":[0.9992622,0.0005156541,0.00001946581,0.0001222074,0.00003746158,0.00004305039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007877535,0.00007208436,0.00003827436,0.0004496464,0.00009007657,3.994551e-7,0.001135192,0.2727721,0.03985288,0.6826631,0.00001279963,0.002834714],"study_design_scores_gemma":[0.0001921251,0.00004177072,0.00003499567,0.0001656581,0.00003842366,0.000002094316,0.0001716994,0.9113222,0.04894236,0.03884822,0.0001516153,0.00008878226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9301587,0.002612497,0.06618669,0.000505147,0.00007166245,0.0003004475,0.000004880252,0.0000430718,0.0001169404],"genre_scores_gemma":[0.9977823,0.0001209757,0.001826535,0.000005152752,0.00004005892,0.0000850577,0.000003495563,0.00001253278,0.0001238798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6438149,"threshold_uncertainty_score":0.3175051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02225279278939524,"score_gpt":0.245706642899418,"score_spread":0.2234538501100228,"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."}}