{"id":"W4246930481","doi":"10.4324/9781351033268","title":"Participatory Action Research","year":2019,"lang":"en","type":"book","venue":"","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":377,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Action (physics); Participatory action research; Citizen journalism; Sociology; Political science; Anthropology; Physics; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02756808,0.0001750926,0.000339163,0.0004354544,0.0007949795,0.0001829469,0.0006956497,0.0007013502,0.008902496],"category_scores_gemma":[0.004438918,0.0001721305,0.0001365335,0.0003222525,0.001445235,0.0002490397,0.0002209437,0.001578004,0.01501964],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001958295,"about_ca_system_score_gemma":0.009228129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007201729,"about_ca_topic_score_gemma":0.002087727,"domain_scores_codex":[0.988391,0.006184653,0.0002972759,0.0005343601,0.003252455,0.001340208],"domain_scores_gemma":[0.9950832,0.002979314,0.00008550206,0.0006117913,0.0006840739,0.000556161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002303078,0.00004243264,0.0001086644,0.00006728729,0.0000371926,0.00001176242,0.003450832,8.869569e-7,0.00007654741,0.324743,0.6563566,0.0150818],"study_design_scores_gemma":[0.00007729731,0.0000732488,0.00006316663,0.00005876223,0.00001074715,9.233781e-8,0.001073021,0.0000209932,0.0001087683,0.02120877,0.9771169,0.0001882097],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003987947,0.0002337434,0.0001008689,0.0004105963,0.0008026295,0.0008161034,0.000005424222,0.0001597243,0.9970721],"genre_scores_gemma":[0.00221807,0.0002808344,0.0002069181,0.0000962093,0.001331906,0.0001151593,0.00000676949,0.00005168189,0.9956924],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3207604,"threshold_uncertainty_score":0.9963886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9758489686013659,"score_gpt":0.8061678430661393,"score_spread":0.1696811255352266,"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."}}