{"id":"W4394578000","doi":"10.11647/obp.0373.12","title":"Can Small Mining Be Beautiful?","year":2024,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Mining and Resource Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006115935,0.0004320924,0.0002846216,0.0006649722,0.003066392,0.004977953,0.0007152897,0.00152936,0.02487882],"category_scores_gemma":[0.001909331,0.0001979143,0.0002921149,0.0009440104,0.006357808,0.006420345,0.001950834,0.001803346,0.005746731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063871,"about_ca_system_score_gemma":0.001347465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002206333,"about_ca_topic_score_gemma":0.008904463,"domain_scores_codex":[0.9997264,0.00006218094,0.000005383372,0.00005298969,0.0001032148,0.00004992654],"domain_scores_gemma":[0.9995813,0.0001627329,0.00003547543,0.00005324941,0.00005817319,0.0001090554],"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":[0.00009186463,0.00005994758,0.001236687,0.0004060357,0.00001062276,0.0008867515,0.005980728,0.0002389491,0.0009213622,0.4808649,0.3260159,0.1832863],"study_design_scores_gemma":[0.000003857559,0.00002146261,0.0006493871,0.0001666735,0.000003390513,0.0004907966,0.002182311,0.00006617358,0.0001381862,0.06692281,0.9293482,0.000006692198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01611857,0.05117672,0.002754698,0.07964971,0.007518228,0.00003093748,0.0001056209,0.0001972899,0.8424483],"genre_scores_gemma":[0.2632325,0.05280788,0.003375398,0.01818133,0.003462365,0.00004788971,0.000154448,0.0003260347,0.6584121],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02487882,"threshold_uncertainty_score":0.08322799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02776865644643173,"score_gpt":0.2097231396803016,"score_spread":0.1819544832338699,"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."}}