{"id":"W4417098849","doi":"10.20944/preprints202512.0531.v1","title":"Responsible Recovery of Mine Tailings: A Governance-Driven Framework for Intelligent Green Mining","year":2025,"lang":"","type":"preprint","venue":"Preprints.org","topic":"Tailings Management and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tailings; Process (computing); Mining industry; Association rule learning; Sustainability; Environmental governance; Reliability (semiconductor)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02207883,0.001061036,0.0008887067,0.003030502,0.002353457,0.01045123,0.004183666,0.004303211,0.002989665],"category_scores_gemma":[0.01997519,0.0007034051,0.001934126,0.002095528,0.01122715,0.01114472,0.008709737,0.00445884,0.0009685567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00524734,"about_ca_system_score_gemma":0.01262543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007659199,"about_ca_topic_score_gemma":0.008342202,"domain_scores_codex":[0.9867466,0.005968598,0.00111804,0.002312414,0.002800101,0.001054301],"domain_scores_gemma":[0.9836511,0.005263859,0.001688018,0.005341651,0.002762272,0.001293111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001599751,0.0000699199,0.001193894,0.00007599214,0.00003090866,0.0001484469,0.0005322994,0.03966556,0.0006336095,0.9376264,0.002022495,0.01798434],"study_design_scores_gemma":[0.00001673914,0.00002847426,0.0002777931,0.000126769,0.00001895636,0.00005276976,0.0004330284,0.0964792,0.001076627,0.871016,0.03044108,0.00003266951],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004144796,0.0001653297,0.9774727,0.006260891,0.0000601856,0.0002205282,0.0001532071,0.0005336719,0.01098871],"genre_scores_gemma":[0.2597673,0.0004530312,0.7319808,0.0009606957,0.0001428305,0.0005436991,0.0005752402,0.0002749961,0.005301472],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02207883,"threshold_uncertainty_score":0.1167654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09411037846894466,"score_gpt":0.3155139271488969,"score_spread":0.2214035486799523,"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."}}