{"id":"W2026076326","doi":"10.1016/j.geoforum.2013.10.008","title":"The hydrosocial cycle: Defining and mobilizing a relational-dialectical approach to water","year":2013,"lang":"en","type":"article","venue":"Geoforum","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":1056,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Constitution; Dialectic; Politics; Context (archaeology); Power (physics); Water cycle; Corporate governance; Political science; Sociology; Environmental ethics; Business; Ecology; Geography; Epistemology; Law","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":[0.005543507,0.0004688328,0.0003507178,0.003226267,0.004950771,0.008866665,0.00187511,0.002648082,0.005941891],"category_scores_gemma":[0.006469166,0.0003431388,0.0003780916,0.003377522,0.04322715,0.01357772,0.008523004,0.00239323,0.0003947978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007372983,"about_ca_system_score_gemma":0.01109903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007393657,"about_ca_topic_score_gemma":0.01079741,"domain_scores_codex":[0.9952503,0.003663928,0.00009325058,0.000304137,0.0003608239,0.0003274935],"domain_scores_gemma":[0.99684,0.001933716,0.0002623134,0.0003237322,0.0002810489,0.0003592967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001657947,0.000004932383,0.0001521092,0.00001255905,0.000001399514,0.0000192397,0.006950779,0.0002105198,0.00003389332,0.9900933,0.0002233253,0.002296183],"study_design_scores_gemma":[0.000005045999,0.000008365768,0.0002886661,0.00006003126,0.000003182211,0.00003082871,0.01355225,0.001058248,0.00009229542,0.9544942,0.03039897,0.000007795477],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1104858,0.003435741,0.3071301,0.05516054,0.0003074805,0.000312524,0.0001622529,0.0001916302,0.5228139],"genre_scores_gemma":[0.974782,0.0006968761,0.01676818,0.0006353909,0.00004812505,0.000155146,0.00003450713,0.00005900364,0.006820619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008866665,"threshold_uncertainty_score":0.05349505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008814126550729136,"score_gpt":0.2326860667188632,"score_spread":0.223871940168134,"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."}}