{"id":"W4320036693","doi":"10.1007/978-3-031-22634-2_20","title":"Sulphuric Acid Plants in Metallurgical Facilities: Options for Energy Optimization","year":2023,"lang":"en","type":"book-chapter","venue":"The minerals, metals & materials series","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Exothermic reaction; Heat energy; Waste management; Process engineering; Metallurgy; Environmental science; Materials science; Engineering; Mechanical engineering; Chemistry; Organic 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007895174,0.0007052226,0.001113662,0.000386255,0.000180357,0.00030372,0.0003573121,0.0005092514,0.001954763],"category_scores_gemma":[0.00004213286,0.0005464349,0.000291235,0.00008744161,0.0001157977,0.0004162705,0.00009838327,0.0002501437,0.0001626956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000877532,"about_ca_system_score_gemma":0.00003533355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001225999,"about_ca_topic_score_gemma":0.0004272452,"domain_scores_codex":[0.9974414,0.0001152129,0.001122262,0.0004855969,0.0003375598,0.0004979572],"domain_scores_gemma":[0.9989409,0.0001780339,0.0002384616,0.0004733781,0.00006970838,0.00009949542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004787525,0.0000747697,1.867322e-7,0.001506011,0.001535422,0.00007917908,0.0007358439,0.2989787,0.4172106,0.2696057,0.008466575,0.001328273],"study_design_scores_gemma":[0.0007891732,0.0001302457,0.000004856522,0.0003077043,0.0003165651,0.0001126394,0.0003335309,0.008086165,0.02064451,0.01032989,0.9573804,0.001564341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03993731,0.03690664,0.176826,0.003183039,0.07958871,0.01611202,0.05184622,0.01661247,0.5789876],"genre_scores_gemma":[0.03781272,0.006738126,0.002203526,0.0001143575,0.00103553,0.0006570293,0.003427802,0.0003600582,0.9476508],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9489138,"threshold_uncertainty_score":0.9996987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03131466429672004,"score_gpt":0.2282788854303724,"score_spread":0.1969642211336524,"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."}}