{"id":"W4413072544","doi":"10.1007/s40831-025-01141-z","title":"Modeling Steady-State Ferrous Oxidation in Continuous Bioreactors for Non-contact Bioleaching","year":2025,"lang":"en","type":"article","venue":"Journal of Sustainable Metallurgy","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Ontario Research Foundation","keywords":"Bioleaching; Ferrous; Bioreactor; Steady state (chemistry); Biochemical engineering; Chemistry; Metallurgy; Process engineering; Pulp and paper industry; Materials science; Engineering; Copper; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001492088,0.0002127462,0.000508053,0.0009498794,0.0000893585,0.0001290407,0.0001990169,0.0001055606,0.00001215611],"category_scores_gemma":[0.0002680527,0.0001848751,0.000225788,0.000384955,0.00001036714,0.0007240443,0.00002676906,0.0004605797,0.000001825841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905283,"about_ca_system_score_gemma":0.0001079658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000181386,"about_ca_topic_score_gemma":0.00003408939,"domain_scores_codex":[0.9983385,0.00006003829,0.0008557457,0.0001462288,0.0001714297,0.0004281076],"domain_scores_gemma":[0.9992291,0.0001151355,0.0001798288,0.0001323696,0.0002599798,0.00008354458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003251531,0.0001623566,0.0002086871,0.0006712321,0.0003937504,0.0001795975,0.0009993878,0.8635335,0.1017899,0.004548067,0.0001731018,0.02701529],"study_design_scores_gemma":[0.002337433,0.0001883923,0.0004273781,0.0002985258,0.0001231673,0.00004574312,0.01080905,0.953869,0.005338537,0.002044279,0.02412689,0.0003915862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6745573,0.0004766269,0.322362,0.00008330239,0.0005067142,0.0002708056,9.50844e-7,0.00003551088,0.001706775],"genre_scores_gemma":[0.9968525,0.0001231693,0.001365521,0.0000537966,0.00008368502,0.00001147362,0.000004912667,0.00002931353,0.001475607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3222952,"threshold_uncertainty_score":0.7538989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002514450696547,"score_gpt":0.2485653966347472,"score_spread":0.2385402521277818,"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."}}