{"id":"W4251527316","doi":"10.1016/j.jclepro.2013.07.004","title":"Exploring the bonds and boundaries of water management in a global context","year":2013,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Water resources management and optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Discipline; Sustainability; Autonomy; Context (archaeology); Valuation (finance); Sociology; Engineering ethics; Business; Public relations; Political science; Engineering; Social science; Law; 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":[0.001600305,0.0002540137,0.0004744875,0.0009430521,0.002403241,0.005191338,0.0009621474,0.001784957,0.009235626],"category_scores_gemma":[0.006726439,0.0003536567,0.0003164915,0.001428861,0.008333,0.01174182,0.004337072,0.002218889,0.0002428276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607281,"about_ca_system_score_gemma":0.001628484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00497079,"about_ca_topic_score_gemma":0.007029783,"domain_scores_codex":[0.9991072,0.0004912115,0.00002905189,0.000128542,0.0001008499,0.0001430805],"domain_scores_gemma":[0.998044,0.001041415,0.0002820969,0.0001734831,0.0001633959,0.0002955851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005583701,0.00004784636,0.004393689,0.00004735699,0.000030666,0.0001392286,0.002731599,0.009498884,0.0005573021,0.9705264,0.0004370674,0.01153414],"study_design_scores_gemma":[0.000008721766,0.00003430295,0.004386147,0.00006074764,0.00001801556,0.00002679677,0.006630271,0.00767592,0.0001584918,0.973799,0.007187485,0.00001400755],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7689835,0.001726011,0.04953439,0.01016113,0.0001236126,0.00003977823,0.0001317497,0.00003207529,0.1692677],"genre_scores_gemma":[0.9966823,0.0002763389,0.001970436,0.00006337473,0.00001221484,0.00001216223,0.00001547187,0.00001891196,0.0009487416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009235626,"threshold_uncertainty_score":0.03089625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987378764376951,"score_gpt":0.1918199160935525,"score_spread":0.1719461284497829,"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."}}