{"id":"W1829653288","doi":"10.33524/cjar.v15i3.154","title":"LIVING ACTION RESEARCH IN COURSE DESIGN: CENTERING PARTICIPATORY AND SOCIAL JUSTICE PRINCIPLES AND PRACTICES","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Transformative learning; Participatory action research; Action research; Social justice; Pedagogy; Democracy; Sociology; Action (physics); Citizen journalism; Mathematics education; Psychology; Political science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1091723,0.00008237219,0.0001692739,0.0007822315,0.003000983,0.0006938503,0.0003834132,0.0001341673,0.00004376193],"category_scores_gemma":[0.01807897,0.00006998755,0.00002351626,0.0008588635,0.001956514,0.0009705867,0.00009736733,0.00180667,0.000009661406],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390148,"about_ca_system_score_gemma":0.009992028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05635367,"about_ca_topic_score_gemma":0.3997916,"domain_scores_codex":[0.9783472,0.01828684,0.0003202812,0.000186441,0.001819647,0.001039569],"domain_scores_gemma":[0.9916844,0.005229814,0.0002458986,0.0001334054,0.001497553,0.001208912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001977381,0.0005023105,0.1976727,0.0005634481,0.0002933153,0.001032009,0.5731528,0.0008179721,0.00763932,0.03238196,0.01632443,0.1676423],"study_design_scores_gemma":[0.0009934261,0.0009485795,0.1871801,0.0004375836,0.00007837166,0.0001002534,0.5245945,0.003443874,0.0007120109,0.005189758,0.2759979,0.0003236454],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813306,0.0007383573,0.0001070875,0.01514535,0.0003238482,0.0003514485,0.00000136686,0.000006348768,0.001995633],"genre_scores_gemma":[0.9983033,0.0003223345,0.0002857514,0.00003505101,0.0006918457,0.00001990613,9.46173e-8,0.00001377005,0.0003279755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.343438,"threshold_uncertainty_score":0.998297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9771304313207329,"score_gpt":0.7642708063136062,"score_spread":0.2128596250071266,"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."}}