{"id":"W3174230225","doi":"10.1080/09650792.2021.1925569","title":"Creative action research","year":2021,"lang":"en","type":"article","venue":"Educational Action Research","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Social Sciences and Humanities Research Council of Canada; Mitacs; Alberta Innovates; Alberta Innovates - Health Solutions","keywords":"Action research; Participatory action research; Leverage (statistics); Action (physics); Citizen journalism; Key (lock); Sociology; Engineering ethics; Management science; Computer science; Engineering; Pedagogy; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","sts","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.0289149,0.00009682711,0.0001427292,0.0007307542,0.00388207,0.0004437912,0.0004280932,0.0001806517,0.01807827],"category_scores_gemma":[0.03798265,0.0001060657,0.00007496481,0.003983425,0.001539562,0.0006965923,0.0001842903,0.001625413,0.002748082],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0020436,"about_ca_system_score_gemma":0.01139397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004816281,"about_ca_topic_score_gemma":0.002798765,"domain_scores_codex":[0.9759194,0.01731595,0.0002507966,0.0005715453,0.004740615,0.001201696],"domain_scores_gemma":[0.9846426,0.007565376,0.0000444301,0.0003951187,0.006724773,0.0006277155],"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":[0.0002241137,0.00212669,0.01156583,0.00008260817,0.0001059171,0.00002663542,0.02872786,0.00002028051,0.04790283,0.5357599,0.2874106,0.08604669],"study_design_scores_gemma":[0.0001753394,0.00007784774,0.06050983,0.00003541649,0.000003197644,0.000003551627,0.06783647,0.00005162717,0.02195522,0.05775766,0.7914534,0.0001404838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5603665,0.0003626203,0.0002362867,0.06229366,0.00124495,0.0006316334,0.00001057342,0.00007438277,0.3747794],"genre_scores_gemma":[0.7992771,0.000575895,0.001489133,0.00007513686,0.002782161,0.0005384171,0.00003002086,0.00002338636,0.1952087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5040427,"threshold_uncertainty_score":0.9999365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9751725115528174,"score_gpt":0.8509191370453562,"score_spread":0.1242533745074612,"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."}}