{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3226037,0.003234061,0.002446793,0.009330826,0.01825155,0.02248306,0.009897433,0.01265083,0.0092621],"category_scores_gemma":[0.1842171,0.002812208,0.004074369,0.006573746,0.0779982,0.02952821,0.04568561,0.01388944,0.002225318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01684025,"about_ca_system_score_gemma":0.05728558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004986032,"about_ca_topic_score_gemma":0.006960848,"domain_scores_codex":[0.4466348,0.5195525,0.008364413,0.01195714,0.009590066,0.003901133],"domain_scores_gemma":[0.6024893,0.3482217,0.007916637,0.02401989,0.009114753,0.008237714],"domain_codex":"methods","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":[0.0001185838,0.000304634,0.001134087,0.004666415,0.0001243814,0.0009201936,0.281909,0.002110146,0.0008515457,0.5689365,0.006988887,0.1319357],"study_design_scores_gemma":[0.000278341,0.0005067592,0.000670767,0.007329254,0.00009722763,0.0009080966,0.07746161,0.003337687,0.001244696,0.6870469,0.2209079,0.0002108409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0104137,0.005555505,0.81924,0.06061297,0.001137036,0.01203616,0.0002806254,0.0007528224,0.08997121],"genre_scores_gemma":[0.1738675,0.003559598,0.7846967,0.005849837,0.0002233032,0.02727945,0.0001741236,0.0002290185,0.004120454],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3226037,"threshold_uncertainty_score":0.8353502,"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."}}