{"id":"W2075258352","doi":"10.1016/j.jenvman.2015.02.010","title":"Empowering marginalized communities in water resources management: Addressing inequitable practices in Participatory Model Building","year":2015,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":165,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Framing (construction); Stakeholder; Public relations; Oppression; Stakeholder engagement; Citizen journalism; Participatory action research; Sociology; Political science; Politics; Engineering","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.02682793,0.0004913412,0.000449276,0.0009362177,0.008450939,0.007032184,0.002466885,0.001906454,0.004160068],"category_scores_gemma":[0.06020728,0.000388112,0.0003872043,0.0007109349,0.009381142,0.00760275,0.01526106,0.003421927,0.0002331063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002647378,"about_ca_system_score_gemma":0.009366521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004021229,"about_ca_topic_score_gemma":0.01000501,"domain_scores_codex":[0.9694716,0.02614671,0.0004013554,0.0007264645,0.00176036,0.001493438],"domain_scores_gemma":[0.9643842,0.02680161,0.001963045,0.002850121,0.002079833,0.001921252],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004978189,0.00261693,0.02539759,0.0007155614,0.0001422211,0.00117023,0.402174,0.01408761,0.005264644,0.3157687,0.003138136,0.2290266],"study_design_scores_gemma":[0.0001667361,0.0006730042,0.004818731,0.00109579,0.0001489073,0.0004698808,0.2478752,0.07526996,0.004750444,0.633944,0.03067623,0.0001111647],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8581334,0.0003130067,0.09040825,0.02045661,0.0001010966,0.0003794044,0.00001851216,0.00007204036,0.0301176],"genre_scores_gemma":[0.989656,0.00006160802,0.009510839,0.0002066156,0.000005606124,0.0001120642,0.000003951675,0.000007951011,0.0004353101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9915491,"threshold_uncertainty_score":0.1418813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3760853763657971,"score_gpt":0.4383784437441915,"score_spread":0.06229306737839441,"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."}}