{"id":"W3165978939","doi":"10.1007/978-3-030-60147-8_21","title":"Water Management and Stewardship in Mining Regions","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Mining and Resource Management","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stewardship (theology); Mining industry; Closure (psychology); Opposition (politics); Process (computing); Environmental stewardship; Key (lock); Business; Environmental resource management; Environmental planning; Engineering; Environmental science; Mining engineering; Computer science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008821829,0.0002179631,0.0002219281,0.0002242886,0.00002366579,0.00004045785,0.00007844407,0.000128856,0.0005162024],"category_scores_gemma":[6.315038e-7,0.0001730557,0.00004597015,0.0000141828,0.00001965376,0.00001359729,0.0001570466,0.000164783,0.00005244706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004194583,"about_ca_system_score_gemma":0.00000138366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002102167,"about_ca_topic_score_gemma":0.000016934,"domain_scores_codex":[0.9992254,0.000004558469,0.000195713,0.0002373371,0.0001256545,0.0002113387],"domain_scores_gemma":[0.999679,0.00001158875,0.00001027021,0.0002447713,0.000006034007,0.00004831967],"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":[0.00001275729,0.00003491576,0.00009416368,0.004349798,0.001620919,0.003890473,0.005380063,0.01294237,0.00003385902,0.7929342,0.09353969,0.08516681],"study_design_scores_gemma":[0.0002229148,0.00001028662,0.00004177182,0.0005599805,0.00005828305,0.000008085221,0.0004875002,0.0008866643,0.00003260655,0.0006189391,0.996707,0.0003659547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006013477,0.0009913772,0.0002405461,0.00009182151,0.0001419841,0.0001288901,0.000001222001,0.0001478414,0.997655],"genre_scores_gemma":[0.01003947,0.0006566801,0.0008740657,0.00006391801,0.00005859857,0.00001278355,0.0000261906,0.00006547911,0.9882028],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9031673,"threshold_uncertainty_score":0.7057006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844616758309464,"score_gpt":0.1900313567839039,"score_spread":0.1715851892008093,"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."}}