{"id":"W4411501301","doi":"10.1177/16094069251354847","title":"Reimagining Community and Knowledge: Emerging Directions in Participatory Research","year":2025,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Accountability; Participatory action research; Sociology; Citizen journalism; Public relations; Context (archaeology); Grassroots; Community engagement; Political science; Social accounting; Positivism; Politics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05886076,0.00008007151,0.0002382573,0.0009005198,0.0005946063,0.00001118909,0.0002607775,0.00005982629,0.00007120577],"category_scores_gemma":[0.002835944,0.00006319639,0.00004282781,0.0004122223,0.0001690572,0.000165572,0.0002203733,0.002207265,0.000007638605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005597025,"about_ca_system_score_gemma":0.0006023998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001035907,"about_ca_topic_score_gemma":0.000495499,"domain_scores_codex":[0.9544269,0.04381461,0.001046998,0.00009540901,0.0003363188,0.0002798073],"domain_scores_gemma":[0.9833339,0.01478856,0.0003227199,0.0001032021,0.001342596,0.0001090224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005236219,0.0005589266,0.106095,0.0005795314,0.0001925286,0.000009225771,0.6872085,0.000007540323,0.0006781411,0.03996089,0.002738535,0.1614475],"study_design_scores_gemma":[0.002886774,0.0003784967,0.0584617,0.005941591,0.00002342649,0.000003513452,0.6600391,0.0005257092,0.0007352739,0.1363717,0.1344751,0.0001576731],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9047411,0.003870562,0.03295241,0.007697445,0.006675927,0.0005084253,0.00001813852,0.0000165563,0.04351941],"genre_scores_gemma":[0.9412761,0.0004466,0.05480289,0.001106426,0.0002386699,0.00008600122,0.00000819643,0.00001149955,0.002023599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1612899,"threshold_uncertainty_score":0.9691009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9609600587435708,"score_gpt":0.8165715991011884,"score_spread":0.1443884596423824,"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."}}