{"id":"W2114110775","doi":"10.1177/1049732307305250","title":"Walking the Talk: How Participatory Interview Methods Can Democratize Research","year":2007,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Centre of Excellence for Women's Health","funders":"","keywords":"Misrepresentation; Participatory action research; Appropriation; Agency (philosophy); Qualitative research; Participant observation; Sociology; Citizen journalism; Embeddedness; Focus group; Community-based participatory research; Downtown; Public relations; Psychology; Gender studies; Political science; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.8020319,0.000284516,0.0006795512,0.001041453,0.01069626,0.0006702618,0.001808322,0.0003507573,0.0004322818],"category_scores_gemma":[0.1338638,0.0002059788,0.0002128465,0.006029006,0.01335294,0.0003954841,0.0006641754,0.006623397,0.0001027212],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002295956,"about_ca_system_score_gemma":0.006126129,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02289509,"about_ca_topic_score_gemma":0.0401696,"domain_scores_codex":[0.3790155,0.6012329,0.001459511,0.001313504,0.009901151,0.007077398],"domain_scores_gemma":[0.7623453,0.2263786,0.0003423816,0.001182561,0.007517218,0.00223388],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004570384,0.0000733831,0.00002865656,0.0002164935,0.00003464369,0.00001197004,0.4911642,1.344634e-7,0.0001396207,0.2960381,0.01026514,0.2019819],"study_design_scores_gemma":[0.0001708478,0.0003853131,0.0004439865,0.000188355,0.000001976982,7.764958e-7,0.567656,0.00002190133,0.0002655237,0.1687266,0.2619899,0.0001487598],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01686602,0.01311257,0.117153,0.8109623,0.0006544293,0.00441071,0.00004826704,0.0001823558,0.03661031],"genre_scores_gemma":[0.7313775,0.009776612,0.2101061,0.006807211,0.002666209,0.001574441,0.00002600644,0.000229575,0.03743636],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8041551,"threshold_uncertainty_score":0.9995082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9465433078617652,"score_gpt":0.8111275865616712,"score_spread":0.135415721300094,"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."}}