{"id":"W2885216754","doi":"10.3390/w10081081","title":"Water Stewardship: Attributes of Collaborative Partnerships between Mining Companies and Communities","year":2018,"lang":"en","type":"article","venue":"Water","topic":"Mining and Resource Management","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stewardship (theology); Business; Water scarcity; Stakeholder engagement; Stakeholder; Scarcity; Environmental stewardship; Environmental resource management; Environmental planning; Public relations; Water resources; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000188744,0.0001107748,0.0001911428,0.00006597002,0.00009376217,0.00003721676,0.00009424554,0.00004234326,0.00007933809],"category_scores_gemma":[0.000002029817,0.00006533477,0.00001682642,0.00003647896,0.0001960405,0.00004646495,0.0001032557,0.0000628432,0.00003085856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008859909,"about_ca_system_score_gemma":0.000001275753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001180553,"about_ca_topic_score_gemma":0.00002124725,"domain_scores_codex":[0.9994178,0.00005029842,0.0001557473,0.00006453016,0.0000881569,0.0002235052],"domain_scores_gemma":[0.9997137,0.00004348968,0.00001081627,0.0001473653,0.00004978591,0.00003490257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008409294,0.00006440852,0.1674412,0.001332522,0.001498746,0.00001237352,0.7800359,0.002603936,0.01884594,0.0005557881,0.02372998,0.003795054],"study_design_scores_gemma":[0.000847366,0.0003854952,0.00887218,0.0002273673,0.0001250503,0.00000239864,0.0582655,0.00273475,0.6676233,0.0001146518,0.260267,0.0005349592],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935175,0.00009858115,0.00007287506,0.0001499683,0.00006799577,0.00006860169,0.00001555546,0.00008806532,0.005920873],"genre_scores_gemma":[0.9989382,0.000006853706,0.0002240442,0.00001611362,0.0001085372,0.000006463422,0.00003946837,0.00001705467,0.0006432649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7217704,"threshold_uncertainty_score":0.2664275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05005518360849304,"score_gpt":0.2383705547151456,"score_spread":0.1883153711066526,"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."}}