{"id":"W4396701176","doi":"10.11159/iceptp24.169","title":"Criteria-Based Environmental Quality Assessment for Small-Scale Open-Pit Mines (Quarries)","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open-pit mining; Scale (ratio); Quality (philosophy); Mining engineering; Computer science; Environmental science; Geology; Geography; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01684367,0.0008091334,0.0007483032,0.009943514,0.001617186,0.00383262,0.001176793,0.0007249708,0.001733051],"category_scores_gemma":[0.02567725,0.0002835125,0.00126616,0.00677652,0.001365429,0.001884811,0.002386084,0.0006495957,0.0002512797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004795172,"about_ca_system_score_gemma":0.006109227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01076836,"about_ca_topic_score_gemma":0.0148583,"domain_scores_codex":[0.9866007,0.006938723,0.001497605,0.0004179119,0.004057979,0.0004871346],"domain_scores_gemma":[0.9827921,0.00816131,0.00177581,0.0004821683,0.006287508,0.0005011242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007091702,0.001047661,0.09598558,0.008486111,0.0004693346,0.001498649,0.01885626,0.1075363,0.03194338,0.06786525,0.009814772,0.6557875],"study_design_scores_gemma":[0.0002641784,0.002899581,0.286313,0.0054684,0.0007130488,0.002057587,0.09374986,0.3633523,0.0420359,0.1211501,0.08135139,0.0006446075],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4880033,0.002447566,0.4337983,0.001514624,0.00006476335,0.006362802,0.002263866,0.0003335666,0.0652113],"genre_scores_gemma":[0.8067751,0.0004814261,0.1892232,0.00006447881,0.000008273863,0.00134591,0.0009563783,0.0000219345,0.001123252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01684367,"threshold_uncertainty_score":0.08907896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292151782381489,"score_gpt":0.2397839395686637,"score_spread":0.2268624217448488,"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."}}