{"id":"W2418295298","doi":"","title":"A Participatory Approach to Development of a Decision Support Tool","year":2004,"lang":"en","type":"article","venue":"Critical Transitions in Water and Environmental Resources Management","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Citizen journalism; Environmental planning; Process management; Decision support system; Water resources; Management science; Business; Knowledge management; Political science; Environmental resource management; Computer science; Engineering; Geography; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001480499,0.0001485243,0.0001478474,0.0002061201,0.00007181918,0.00003093383,0.00009862861,0.00003895383,0.00004403599],"category_scores_gemma":[0.000001362195,0.0001293587,0.00003309935,0.00008376288,0.00008550919,0.0001014796,0.00007865743,0.00006445703,0.00002563212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008440758,"about_ca_system_score_gemma":8.625167e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.062009e-7,"about_ca_topic_score_gemma":0.000001718721,"domain_scores_codex":[0.998923,0.00001219002,0.0003358766,0.0002218899,0.0002109061,0.0002961047],"domain_scores_gemma":[0.9997567,0.000006976716,0.000005005004,0.0001402774,0.000001958152,0.00008911296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001156303,0.001066724,0.0004322849,0.0009314732,0.0001196411,0.0000649014,0.04313023,0.905752,0.003001833,0.001991204,0.00005630408,0.04333777],"study_design_scores_gemma":[0.03219619,0.002046009,0.1617955,0.003368762,0.00167794,0.0001170993,0.07783069,0.232097,0.1582474,0.02725849,0.2933125,0.01005236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7387004,0.00003148194,0.2557555,0.0000586747,0.00003004355,0.0002988018,0.000005432993,0.00004580482,0.005073937],"genre_scores_gemma":[0.9588455,0.00002070077,0.04084612,0.00006613408,0.000009269451,0.0001076541,0.00005042894,0.00001988181,0.00003432545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.673655,"threshold_uncertainty_score":0.5275095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01460876570743835,"score_gpt":0.2126848990194709,"score_spread":0.1980761333120326,"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."}}