{"id":"W1968897640","doi":"10.4296/cwrj3102075","title":"Changing Perspectives — Changing Paradigms: Taking the \"Soft Path\" to Water Sustainability in the Okanagan Basin","year":2006,"lang":"en","type":"article","venue":"Canadian Water Resources Journal / Revue canadienne des ressources hydriques","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Resources Canada","keywords":"Water conservation; Sustainability; Integrated water resources management; Business; Threatened species; Population; Water use; Natural resource economics; International trade and water; Prosperity; Environmental resource management; Water resources; Environmental planning; Water scarcity; Geography; Environmental science; Economics; Ecology; Economic growth","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"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":[0.0119103,0.0005263577,0.0003601743,0.002011551,0.03337357,0.017813,0.002295256,0.00498686,0.003435254],"category_scores_gemma":[0.004553126,0.0004344327,0.0003585853,0.001149829,0.03130122,0.01116572,0.02011018,0.008457587,0.0002070436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02747768,"about_ca_system_score_gemma":0.03680786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.137234,"about_ca_topic_score_gemma":0.3947851,"domain_scores_codex":[0.9921645,0.00475753,0.0001698955,0.0004790009,0.0008088968,0.001620263],"domain_scores_gemma":[0.9927623,0.002467834,0.0004140207,0.0002191518,0.001212109,0.0029246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006160283,0.0001612933,0.01173541,0.0003964167,0.00004580147,0.0021543,0.6951618,0.0004374972,0.002212001,0.1959872,0.02506389,0.06658275],"study_design_scores_gemma":[0.000006100181,0.00002993468,0.003781561,0.0003158895,0.00001323813,0.0001297918,0.7919193,0.0002817527,0.0003961416,0.0613377,0.1417396,0.00004902145],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.409101,0.005910099,0.004720465,0.4716578,0.001767873,0.00008736952,0.00005202778,0.00004967328,0.1066536],"genre_scores_gemma":[0.9735411,0.002250426,0.003062702,0.01393979,0.0001372964,0.000062475,0.0000230697,0.00002950941,0.006953659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.862766,"threshold_uncertainty_score":0.2728705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008808136248951812,"score_gpt":0.2028148169536536,"score_spread":0.1940066807047018,"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."}}