{"id":"W4415945050","doi":"10.1007/978-3-032-00182-5_27","title":"Enhancing Recovery of Critical Metals Indium, Germanium, and Antimony from Metallurgical Processes Through Thermodynamic Modeling","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"CALPHAD; Work (physics); Slag (welding); Oxide; Phase (matter); Component (thermodynamics); Antimony","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009339091,0.0003938982,0.0007015115,0.0001613617,0.00006170729,0.00007486455,0.0001424878,0.0004445392,0.001172141],"category_scores_gemma":[0.0000734379,0.000367203,0.0001273177,0.00006351894,0.00007897989,0.000505094,0.00005482163,0.0003991892,0.00003035987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003343696,"about_ca_system_score_gemma":0.0001090583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002915036,"about_ca_topic_score_gemma":0.00008827058,"domain_scores_codex":[0.9984576,0.00001216032,0.0006872974,0.0003912055,0.0002621443,0.0001895989],"domain_scores_gemma":[0.9990694,0.0003645904,0.00008100797,0.0002177445,0.0002164681,0.0000508189],"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":[0.0003376684,0.0002669842,0.000002397289,0.02292422,0.004671476,0.0001048148,0.001940411,0.06801599,0.04046946,0.8540306,0.001736041,0.005499952],"study_design_scores_gemma":[0.001012965,0.0002022218,0.000006809526,0.003774327,0.002404518,0.00005129444,0.0004190154,0.6128651,0.06362948,0.284621,0.02784484,0.003168381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00144649,0.009345029,0.2782522,0.00005962382,0.0002891371,0.0001771071,0.00007783878,0.000291034,0.7100616],"genre_scores_gemma":[0.8827728,0.008315539,0.004840085,0.0001875513,0.0001537175,0.00002397856,0.000127263,0.0001166927,0.1034624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8813263,"threshold_uncertainty_score":0.999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0195967168680208,"score_gpt":0.2623396734762122,"score_spread":0.2427429566081914,"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."}}