{"id":"W2396612828","doi":"10.3390/w8060224","title":"Contemporary Water Governance: Navigating Crisis Response and Institutional Constraints through Pragmatism","year":2016,"lang":"en","type":"article","venue":"Water","topic":"Water resources management and optimization","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; Brock University","funders":"","keywords":"Corporate governance; Typology; Context (archaeology); Scholarship; Pragmatism; Psychological resilience; Environmental governance; Resilience (materials science); Environmental resource management; Political science; Watershed; Environmental planning; Sociology; Business; Geography; Economics; Social psychology; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001631392,0.0001188085,0.00009843737,0.0000157744,0.00007807221,0.00005663346,0.00006499379,0.00005026787,0.0002533684],"category_scores_gemma":[0.000006808399,0.00005956863,0.00002195049,0.00001972402,0.00009656609,0.0005005579,0.00006064749,0.00006015374,0.0001494811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003337293,"about_ca_system_score_gemma":0.000002982634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009996098,"about_ca_topic_score_gemma":6.360249e-7,"domain_scores_codex":[0.9993335,0.00003225887,0.0001700674,0.0001421547,0.0001183748,0.0002036472],"domain_scores_gemma":[0.999817,0.00001612834,0.00001272642,0.0001062977,0.00001576101,0.00003210082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00130768,0.0001427563,0.01154538,0.0009501002,0.0008378742,0.0005899642,0.05107572,0.02534728,0.7255496,0.004402012,0.1199558,0.0582958],"study_design_scores_gemma":[0.004591736,0.0001078251,0.006751752,0.0007138872,0.00004359395,0.0000631095,0.0003520944,0.005892565,0.6357065,0.002296363,0.3423654,0.001115181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775914,0.0001032855,0.01402327,0.002451372,0.0001963957,0.0001610651,0.00001785056,0.0001959049,0.005259461],"genre_scores_gemma":[0.9981435,0.00003073296,0.001046112,0.0001494868,0.00005257725,0.00001513962,0.00002209499,0.00001875818,0.0005216325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2224095,"threshold_uncertainty_score":0.2774206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01029304282501425,"score_gpt":0.2033112403116997,"score_spread":0.1930181974866854,"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."}}