{"id":"W2906684310","doi":"10.1177/1609406918817953","title":"Working Towards the Promise of Participatory Action Research: Learning From Ageing Research Exemplars","year":2018,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Participatory action research; Citizen journalism; Action (physics); Action research; Public relations; Sociology; Process (computing); Critical appraisal; Engineering ethics; Political science; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":["metaresearch"],"domain":"methods","study_design":"qualitative","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1971837,0.002353576,0.002760489,0.005258634,0.01940295,0.03280303,0.006402435,0.01215818,0.003579294],"category_scores_gemma":[0.1751312,0.001733057,0.002422939,0.003871139,0.07224202,0.04779476,0.02722792,0.03616119,0.001799297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01139475,"about_ca_system_score_gemma":0.02501592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004378726,"about_ca_topic_score_gemma":0.009497714,"domain_scores_codex":[0.7869077,0.1885252,0.004009491,0.005421123,0.01191601,0.003220408],"domain_scores_gemma":[0.6549247,0.2979851,0.005936971,0.01452676,0.01879351,0.007833029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001048812,0.0003068439,0.001225912,0.003454571,0.0000862029,0.001572534,0.5795211,0.0007264431,0.000770414,0.2690508,0.03226794,0.1109124],"study_design_scores_gemma":[0.00007316492,0.0002767202,0.0006154859,0.0100674,0.00005638224,0.001029082,0.2157799,0.001070165,0.001329929,0.4388023,0.3307129,0.0001866645],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03475202,0.05596776,0.2296381,0.5998921,0.01225695,0.002193567,0.0001703997,0.0005352442,0.0645938],"genre_scores_gemma":[0.3876403,0.06866027,0.4290496,0.0878332,0.005072855,0.005127045,0.0002792877,0.001072445,0.01526497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1971837,"threshold_uncertainty_score":0.9900154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9934965774267595,"score_gpt":0.8542333576260204,"score_spread":0.1392632198007391,"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."}}