{"id":"W6921954467","doi":"10.1007/978-94-007-0753-5_102919","title":"Participatory Action Research","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"","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":[0.02582633,0.0001887748,0.0003246033,0.0003866982,0.001043412,0.0001500761,0.0005460449,0.0006217827,0.01387766],"category_scores_gemma":[0.003607113,0.0001850712,0.0001384095,0.0001061623,0.001902736,0.0001156519,0.000177677,0.001252039,0.006890337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006327606,"about_ca_system_score_gemma":0.001230579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007603927,"about_ca_topic_score_gemma":0.003271102,"domain_scores_codex":[0.9926392,0.002763404,0.0003194077,0.0005014871,0.002708104,0.001068354],"domain_scores_gemma":[0.9959471,0.002091906,0.00009138371,0.0005366266,0.0006454877,0.0006874801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001442275,0.00001011361,0.00002374648,0.0000196775,0.0000231552,0.00000745833,0.001123697,3.317983e-7,0.00005455217,0.9170673,0.03838025,0.04327524],"study_design_scores_gemma":[0.00006036827,0.00007104431,0.00002861798,0.00004639926,0.00001163232,1.302677e-7,0.0003060901,0.00002160817,0.0001252316,0.07715201,0.9219898,0.0001870892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001890122,0.0001416039,0.0007740191,0.0006897332,0.0004201144,0.0004462358,0.000002822931,0.0001752204,0.9971612],"genre_scores_gemma":[0.01828252,0.0003149394,0.0003440697,0.0001204588,0.00142257,0.0000702488,0.000002720041,0.00005687308,0.9793856],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8836095,"threshold_uncertainty_score":0.9938829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.963372003830075,"score_gpt":0.7690782547423342,"score_spread":0.1942937490877409,"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."}}