{"id":"W7009468014","doi":"","title":"Environmental activism, anarchist methodology, and Indigenous resurgence: renewed possibilities for ecological security in Canada","year":2022,"lang":"en","type":"dissertation","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nexus (standard); Indigenous; Framing (construction); Environmental security; Security studies; Politics; Ecological economics; Variety (cybernetics); Political ecology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002842744,0.0001494818,0.0003629781,0.0002891722,0.00291181,0.00006545751,0.0003739289,0.0001870012,0.0002162967],"category_scores_gemma":[0.0002069764,0.000191861,0.00005800534,0.0002097268,0.0006234904,0.0001095255,0.0001492628,0.001119274,4.0215e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001547358,"about_ca_system_score_gemma":0.001594784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8908357,"about_ca_topic_score_gemma":0.9250342,"domain_scores_codex":[0.9952306,0.002698837,0.0001867128,0.0005417736,0.0008196515,0.0005224462],"domain_scores_gemma":[0.9981509,0.001292327,0.0001567081,0.0001527673,0.0000589631,0.0001883457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00315494,0.0003553767,0.2188488,0.0009453947,0.0002916678,0.0004296068,0.7658055,0.0001431004,0.001347008,0.0005627389,0.0008256449,0.007290242],"study_design_scores_gemma":[0.0005822025,0.0006172631,0.2470478,0.0000457215,0.0000317237,0.000002129542,0.6053294,0.00003793854,0.00003663503,0.0008663249,0.1451388,0.0002640722],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946141,0.0005553071,0.000003664959,0.0001130232,0.0003429466,0.0007186232,0.00003544083,0.00001771152,0.003599216],"genre_scores_gemma":[0.9837918,0.0005405691,0.0001491622,0.000002945757,0.0000724967,0.000008684956,0.0001305352,0.00001386243,0.0152899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1604761,"threshold_uncertainty_score":0.9983863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03717462687341491,"score_gpt":0.3049750223149938,"score_spread":0.267800395441579,"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."}}