{"id":"W4409337369","doi":"10.5334/ijic.icic24577","title":"The Participatory Research to Action (PR2A) Framework: applications and opportunities for authentic engagement of experts-by-experience from inception to uptake","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Participatory action research; Citizen journalism; Action (physics); Action research; Knowledge management; Sociology; Public relations; Engineering ethics; Political science; Computer science; Engineering; World Wide Web; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003739059,0.00007681624,0.0001350446,0.0003004502,0.0005001567,0.0001896463,0.0006583119,0.00007365869,0.00007765928],"category_scores_gemma":[0.005660297,0.0000593622,0.00006057659,0.0003117107,0.000301296,0.000176599,0.0001038877,0.000279112,0.000001869007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008958094,"about_ca_system_score_gemma":0.0009704996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005806768,"about_ca_topic_score_gemma":0.0004587636,"domain_scores_codex":[0.9972225,0.0009165622,0.0004429978,0.0001517753,0.00101733,0.0002488635],"domain_scores_gemma":[0.9940386,0.001836319,0.0001440931,0.0001369862,0.003645055,0.0001989772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006437023,0.0001509504,0.002441547,0.00001961502,0.0002410201,0.000003959858,0.1507187,0.0000487391,0.02992173,0.04476269,0.0128773,0.7581701],"study_design_scores_gemma":[0.0001574739,0.0001515733,0.001417008,0.0002156428,0.00001465457,2.042178e-7,0.4477493,0.0000666132,0.01791065,0.004957694,0.5272993,0.0000598702],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.869557,0.0008037582,0.1202786,0.0072163,0.0007184849,0.0006561757,0.00009266425,0.0000116739,0.0006653256],"genre_scores_gemma":[0.9959112,0.0004018864,0.002299204,0.0002659759,0.0001593214,0.0004619838,0.000005552011,0.000006690087,0.0004881412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7581102,"threshold_uncertainty_score":0.6776314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7238699235172097,"score_gpt":0.671116695266788,"score_spread":0.05275322825042172,"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."}}