{"id":"W2134823012","doi":"10.1146/annurev.publhealth.29.091307.083824","title":"The Value and Challenges of Participatory Research: Strengthening Its Practice","year":2008,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1456,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Bridging (networking); Context (archaeology); Participatory action research; Public health; Citizen journalism; Public relations; Medicine; Political science; Engineering ethics; Sociology; Nursing; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":["metaresearch"],"category_scores_codex":[0.6083719,0.002827063,0.00885758,0.0148905,0.01323726,0.03881416,0.01219108,0.01759378,0.003322448],"category_scores_gemma":[0.4888939,0.003035478,0.001831644,0.01488417,0.131543,0.04332055,0.02975795,0.02765982,0.002107024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0173167,"about_ca_system_score_gemma":0.07675149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006800611,"about_ca_topic_score_gemma":0.007526618,"domain_scores_codex":[0.2470932,0.6742012,0.01548699,0.01636987,0.04412572,0.002722977],"domain_scores_gemma":[0.1675125,0.7545817,0.01365799,0.03850912,0.0208663,0.004872438],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001028012,0.0002707853,0.002482996,0.01552628,0.0004029685,0.0005172775,0.08513722,0.001512548,0.0007028649,0.5193613,0.01809714,0.3558857],"study_design_scores_gemma":[0.0001164976,0.0001826792,0.00101266,0.0234984,0.00008740894,0.0004614286,0.0340289,0.001768319,0.000410179,0.7929932,0.1452595,0.0001809589],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.005052563,0.1547025,0.1929346,0.6047747,0.004768564,0.002144922,0.0001008822,0.0003286819,0.03519259],"genre_scores_gemma":[0.277333,0.1510798,0.4842705,0.06615423,0.007613411,0.01024759,0.0001250313,0.0003150723,0.002861338],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3916281,"threshold_uncertainty_score":0.4829472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9550347801311267,"score_gpt":0.7732706266159587,"score_spread":0.1817641535151681,"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."}}