{"id":"W2107420565","doi":"10.1177/1049732308316531","title":"Developing Theory From Complexity: Reflections on a Collaborative Mixed Method Participatory Action Research Study","year":2008,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Centre for Addiction and Mental Health; York University; University of Toronto; Centre for Community Based Research; Wilfrid Laurier University","funders":"","keywords":"Multidisciplinary approach; Participatory action research; Stakeholder; Action research; Citizen journalism; Process (computing); Action (physics); Knowledge management; Conceptual framework; Sociology; Management science; Engineering ethics; Psychology; Computer science; Public relations; Political science; Engineering; Pedagogy; Social science","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","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.09540313,0.0003254003,0.0007824601,0.00125434,0.01616753,0.0000244582,0.0004359202,0.0002541903,0.0006756443],"category_scores_gemma":[0.003283961,0.0002884778,0.00006756486,0.003741306,0.0008722915,0.0002222907,0.0003582396,0.00485605,0.002144102],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005809574,"about_ca_system_score_gemma":0.009527511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01672549,"about_ca_topic_score_gemma":0.01378407,"domain_scores_codex":[0.8020703,0.1896787,0.001589668,0.001010018,0.003179149,0.00247213],"domain_scores_gemma":[0.951189,0.04304968,0.0004342739,0.0007966437,0.00346811,0.001062256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003004988,0.001756901,0.004722517,0.0008380142,0.0001225015,0.00001959491,0.8416918,0.000003364643,0.00005145003,0.1262391,0.01753267,0.004017158],"study_design_scores_gemma":[0.002218416,0.005407589,0.02237679,0.0008404448,0.000004778723,4.662136e-7,0.8698726,0.00004846896,0.0001499347,0.07291397,0.02592523,0.0002412637],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586794,0.0005067695,0.006699813,0.00985163,0.00147572,0.01271868,0.0004949468,0.0001945808,0.009378448],"genre_scores_gemma":[0.9577771,0.0005395483,0.02122753,0.005321626,0.0007207652,0.0096326,0.0005169277,0.0001068776,0.004156956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1491187,"threshold_uncertainty_score":0.9999567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9869362681068601,"score_gpt":0.8129571634359979,"score_spread":0.1739791046708622,"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."}}