{"id":"W4390104895","doi":"10.33524/cjar.v22i3.636","title":"Action Research and Arts Based Research: Bringing Research to Life","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Action research; The arts; Sociology; Participatory action research; Engineering ethics; Pedagogy; Psychology; Engineering; Visual arts; Art; Anthropology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2199968,0.002613207,0.004536971,0.01120942,0.02669287,0.06150681,0.007805209,0.02534762,0.01084322],"category_scores_gemma":[0.1843695,0.002745266,0.002818553,0.006665536,0.1835998,0.07301253,0.04482281,0.04012907,0.005044558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01461408,"about_ca_system_score_gemma":0.03892168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002598258,"about_ca_topic_score_gemma":0.002898416,"domain_scores_codex":[0.6597281,0.3021141,0.00513028,0.00921203,0.01802217,0.005793273],"domain_scores_gemma":[0.6165861,0.3038096,0.007961467,0.03053758,0.01613958,0.02496562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008399788,0.0002519878,0.001197492,0.001832636,0.0001596149,0.0008878933,0.4076156,0.0003765184,0.0005925178,0.4515928,0.05197373,0.08343521],"study_design_scores_gemma":[0.0000733616,0.0001371821,0.0003544287,0.004421599,0.00005791184,0.0004501866,0.1391972,0.0002597657,0.0004047761,0.4585637,0.395978,0.0001020044],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009696564,0.05287103,0.09152821,0.7154962,0.01571189,0.0007145241,0.0002106625,0.0009806528,0.1127903],"genre_scores_gemma":[0.4761075,0.05823845,0.2206889,0.193637,0.01421256,0.004172781,0.0004051588,0.00162128,0.0309164],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2199968,"threshold_uncertainty_score":0.9618828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8580347403260604,"score_gpt":0.5542999320137324,"score_spread":0.303734808312328,"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."}}