{"id":"W3007052768","doi":"10.5751/es-11369-250116","title":"Using participatory action research to operationalize critical systems thinking in social-ecological systems","year":2020,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operationalization; Participatory action research; Ecological systems theory; Action (physics); Citizen journalism; Systems thinking; Social system; Sociology; Action research; Ecology; Political science; Social science; Epistemology; Biology; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01012218,0.0001249813,0.0004812639,0.0001153113,0.001479222,0.0006207034,0.0003501227,0.0003145066,0.000136718],"category_scores_gemma":[0.004974664,0.00009961711,0.0001047259,0.0008953771,0.0002332121,0.0002441775,0.0003996052,0.0004753973,0.0001170283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000184832,"about_ca_system_score_gemma":0.0001691314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000864532,"about_ca_topic_score_gemma":0.00005581583,"domain_scores_codex":[0.9949416,0.001950299,0.0008283738,0.0006591918,0.001136721,0.0004838055],"domain_scores_gemma":[0.9941464,0.004881219,0.00008849998,0.0001675713,0.0004903016,0.0002260106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00012839,0.0002643611,0.1268044,0.0001188901,0.00005822157,0.0001091148,0.04706739,0.02529725,0.003644111,0.6728364,0.1232406,0.0004307548],"study_design_scores_gemma":[0.0009124817,0.0003486025,0.2504956,0.00006330509,0.00001489682,0.00005397835,0.07163903,0.6112558,0.00001124226,0.02667239,0.03809869,0.0004339234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849781,0.0004791294,0.00843195,0.003768395,0.001060074,0.0004938063,0.000007588651,0.00003982166,0.0007411051],"genre_scores_gemma":[0.9973841,0.000002987208,0.0006403975,0.001121973,0.0006071734,0.00006328598,5.383054e-7,0.000008514062,0.0001710112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6461641,"threshold_uncertainty_score":0.9998207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7433660298368531,"score_gpt":0.5786839071692359,"score_spread":0.1646821226676172,"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."}}