{"id":"W4413217905","doi":"10.1039/d5su00631g","title":"Transforming aluminium waste: sustainable conversion to commercial MOFs, hydrogen fuel, and essential aluminium feedstocks","year":2025,"lang":"en","type":"article","venue":"RSC Sustainability","topic":"Bauxite Residue and Utilization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada; New Brunswick Innovation Foundation","keywords":"Dross; Aluminium; Smelting; Waste management; Metallurgy; Materials science; Environmental science; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004679499,0.0002910034,0.0003532888,0.0002745171,0.0002591141,0.00008540494,0.000202432,0.0002393913,0.00004450295],"category_scores_gemma":[0.0001457228,0.0003258997,0.00009425271,0.0006925355,0.0001176993,0.0003591365,0.0001389999,0.0002383769,0.000004677061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006367763,"about_ca_system_score_gemma":0.0002389104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003390464,"about_ca_topic_score_gemma":0.00007095814,"domain_scores_codex":[0.9981842,0.00008049308,0.0003937202,0.0004200059,0.0002089972,0.000712595],"domain_scores_gemma":[0.9989462,0.0001022384,0.00002778646,0.0004009095,0.0003269375,0.0001959138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00486893,0.002658382,0.1769205,0.09843887,0.002056683,0.0008001556,0.05633011,0.1108923,0.0419039,0.1040116,0.1098095,0.2913091],"study_design_scores_gemma":[0.00753458,0.0007673641,0.03990906,0.0003363771,0.000806447,0.00003484537,0.0808721,0.05440752,0.3862256,0.01430474,0.4114771,0.00332429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787264,0.0004734674,0.01287,0.00120707,0.0002727383,0.001481399,0.000009912075,0.0003039168,0.004655094],"genre_scores_gemma":[0.9980492,0.00005832682,0.0000696338,0.0001334263,0.0001114693,0.00008002976,0.00002780785,0.00003386036,0.001436229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3443217,"threshold_uncertainty_score":0.9999193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003719165773608785,"score_gpt":0.2274465233398514,"score_spread":0.2237273575662426,"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."}}