{"id":"W4404494406","doi":"10.1007/978-3-031-67398-6_190","title":"Sustainable Closed-Loop Bioleaching of Cobalt from Lithium-Ion Batteries Using Adapted Acidophilic Prokaryotic Consortium","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Excellence in Mining Innovation","funders":"","keywords":"Bioleaching; Cobalt; Lithium (medication); Loop (graph theory); Acidithiobacillus ferrooxidans; Chemistry; Metallurgy; Materials science; Biology; Mathematics","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":[0.0001181025,0.0004465206,0.0005420991,0.0003460947,0.00008960315,0.0001337849,0.000158437,0.0004194162,0.001862651],"category_scores_gemma":[0.00002897752,0.0004385966,0.000145856,0.00009161765,0.0000885984,0.0003502246,0.00006473904,0.0005591431,0.0001619057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533015,"about_ca_system_score_gemma":0.0001301316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001625173,"about_ca_topic_score_gemma":0.00005049297,"domain_scores_codex":[0.9983505,0.0000118285,0.0006940732,0.000380869,0.0002764176,0.000286301],"domain_scores_gemma":[0.9991308,0.000097377,0.0001528973,0.0003093056,0.0002167765,0.00009277732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001637233,0.00008296284,0.00006989203,0.01042772,0.001779572,0.0003065483,0.002299912,0.02204444,0.07987586,0.8623437,0.01784469,0.002761025],"study_design_scores_gemma":[0.0006767254,0.0001530742,0.00003521435,0.002218936,0.0007562395,0.00005695193,0.002099837,0.0488039,0.04513957,0.05342076,0.8445501,0.002088734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007506541,0.005605001,0.003674243,0.0001184993,0.001162899,0.0005564713,0.0001294275,0.001026054,0.9802209],"genre_scores_gemma":[0.1991686,0.0003944229,0.0005302192,0.00008068374,0.0002827574,0.00001157284,0.0002145173,0.0001618365,0.7991554],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8267054,"threshold_uncertainty_score":0.9998066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248013021228267,"score_gpt":0.2465190563568758,"score_spread":0.2240389261445932,"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."}}