{"id":"W2950429336","doi":"10.5130/ijcre.v12i1.6496","title":"Political economics, collective action and wicked socio-ecological problems: A practice story from the field","year":2019,"lang":"en","type":"article","venue":"Gateways International Journal of Community Research and Engagement","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"Australian Government; Agriculture Victoria; U.S. Department of Agriculture","keywords":"Collective action; Public relations; Government (linguistics); Politics; Wicked problem; Context (archaeology); Sociology; Participatory action research; Political science; Management; Economics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007746389,0.00008092304,0.0002014833,0.0001595062,0.000781665,0.000230227,0.0005092924,0.00007470149,0.0002325739],"category_scores_gemma":[0.003006374,0.00006964962,0.00005196597,0.00007193229,0.0002188361,0.0004048631,0.0004702919,0.002263879,0.0000256217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004692364,"about_ca_system_score_gemma":0.0001217657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109376,"about_ca_topic_score_gemma":0.0001660882,"domain_scores_codex":[0.9980533,0.001188688,0.0003444358,0.00007506018,0.0001219912,0.0002165368],"domain_scores_gemma":[0.9922498,0.006945499,0.0002245234,0.000156845,0.0003197946,0.0001034763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001897222,0.00250503,0.2392133,0.00005613283,0.003286654,0.00001901759,0.1218058,0.00004260776,0.0001601248,0.5778365,0.02952434,0.02365326],"study_design_scores_gemma":[0.002098863,0.001312187,0.3037421,0.00005907116,0.00001285996,0.00002275774,0.1138634,0.0001202686,0.00005912122,0.4454415,0.133071,0.0001969272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514778,0.0003760937,0.00008226531,0.03431894,0.0003194585,0.0001720619,0.0000221306,0.000004728476,0.0132265],"genre_scores_gemma":[0.99654,0.001475568,0.0002388146,0.001272566,0.0001318671,0.000005555894,0.000008240635,0.00000649904,0.0003208559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1323951,"threshold_uncertainty_score":0.9835554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2422286088030993,"score_gpt":0.3963904174780146,"score_spread":0.1541618086749152,"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."}}