{"id":"W3095904145","doi":"","title":"Deliberative democracy in Canadian watershed governance","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Regina","funders":"","keywords":"Watershed; Corporate governance; Democracy; Environmental planning; Deliberative democracy; Public administration; Political science; Environmental resource management; Business; Geography; Environmental science; Politics; Computer science; Law","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001265338,0.0002465762,0.0004990823,0.0003251429,0.0007529957,0.001235857,0.002825365,0.0001692246,0.01922258],"category_scores_gemma":[0.000497678,0.0002194767,0.0001017521,0.001140547,0.000489778,0.004343861,0.0003130757,0.00038358,0.00008159893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006619562,"about_ca_system_score_gemma":0.001095961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7414222,"about_ca_topic_score_gemma":0.7496289,"domain_scores_codex":[0.9970994,0.0003280886,0.0005950491,0.0004001403,0.0007277109,0.0008496176],"domain_scores_gemma":[0.9981382,0.0001035572,0.0005333445,0.0003034877,0.0003888885,0.0005325539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007825043,0.0000421588,0.8288932,0.00001119109,0.0000503336,0.00005651893,0.007563887,0.00002013329,0.004203538,0.002698266,0.1475712,0.008811293],"study_design_scores_gemma":[0.0003066419,0.000007358926,0.7905281,0.0001716175,0.00001234913,0.000002228053,0.0003839149,0.00001803209,0.008634369,0.01893955,0.1806753,0.0003205318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9212152,0.002092752,0.00003172403,0.002399008,0.0009598874,0.0004388887,0.00007434691,0.00002151211,0.07276666],"genre_scores_gemma":[0.9920541,0.003903797,0.0001694592,0.001269078,0.0006081816,0.00001376545,0.000005461053,0.00002812,0.001948052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07083887,"threshold_uncertainty_score":0.999801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1429177345677065,"score_gpt":0.5274952578360573,"score_spread":0.3845775232683509,"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."}}