{"id":"W2298151869","doi":"10.24043/isj.252","title":"Participatory Action Research for Dealing with Disasters on Islands","year":2011,"lang":"en","type":"article","venue":"Island Studies Journal","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Participatory action research; Citizen journalism; Action (physics); Context (archaeology); Disaster research; Action research; Sociology; Political science; Geography; Archaeology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001619104,0.00006810739,0.0001071262,0.00007944713,0.001568245,0.0000811315,0.0001505892,0.00002490462,0.00004869303],"category_scores_gemma":[0.0001067209,0.00004264121,0.00003817434,0.00009705166,0.0003505149,0.0001717872,0.00002666936,0.0001564416,0.00001173787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005448804,"about_ca_system_score_gemma":0.0000352319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004690141,"about_ca_topic_score_gemma":0.002839504,"domain_scores_codex":[0.9987982,0.0001494362,0.0001245103,0.0001237241,0.0004290465,0.0003750743],"domain_scores_gemma":[0.9994552,0.0001491941,0.00006248934,0.00007004878,0.000185655,0.00007743292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001933549,0.0003102633,0.06569115,0.00009627628,0.0007148575,0.00006778444,0.7883683,0.0000713211,0.00003728329,0.0463841,0.04460077,0.05172428],"study_design_scores_gemma":[0.002127771,0.002225606,0.01591456,0.0004166126,0.0001230813,0.000008488229,0.746147,0.00006644842,0.0001464255,0.01529691,0.2171159,0.0004112141],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7578132,0.0004601949,0.0008990897,0.001062491,0.0008430848,0.0003332114,0.000001903691,0.00002703402,0.2385598],"genre_scores_gemma":[0.9947647,0.0007561944,0.0001335891,0.00005607073,0.0004033658,0.00002088127,1.613476e-7,0.000006392182,0.003858575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2369515,"threshold_uncertainty_score":0.9997316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6292809049224616,"score_gpt":0.5206022705987985,"score_spread":0.1086786343236631,"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."}}