{"id":"W2782480566","doi":"10.1177/1049732317748896","title":"Who Do We Think We Are? Disrupting Notions of Quality in Qualitative Research","year":2017,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Reflexivity; Qualitative research; Debriefing; Subjectivity; Psychology; Autonomy; Lived experience; Participant observation; Photovoice; Social psychology; Sociology; Epistemology; Psychotherapist; 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":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7167611,0.001821614,0.004095839,0.009822562,0.0265661,0.0333403,0.007911202,0.008604908,0.002451977],"category_scores_gemma":[0.6437789,0.004232584,0.001853553,0.007668701,0.2257488,0.03707877,0.03226625,0.01846469,0.0006353072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03045953,"about_ca_system_score_gemma":0.04099463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01006429,"about_ca_topic_score_gemma":0.008907801,"domain_scores_codex":[0.1062858,0.8537049,0.01562263,0.008295435,0.0136013,0.002490028],"domain_scores_gemma":[0.1508285,0.7608633,0.02255494,0.04030017,0.02110946,0.004343658],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000786634,0.00002658679,0.001235529,0.0009514067,0.00005847619,0.000181611,0.8601111,0.0002012318,0.0003358167,0.1271896,0.0008553604,0.00877455],"study_design_scores_gemma":[0.0001632241,0.0001849691,0.0008772836,0.006864494,0.00008841755,0.0007395357,0.5243071,0.00169398,0.0009919428,0.4146069,0.04930816,0.0001739655],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1014865,0.01914443,0.5543987,0.27713,0.003668057,0.006950906,0.0002372925,0.0004259418,0.0365582],"genre_scores_gemma":[0.8122987,0.003521497,0.1440209,0.02361527,0.0006282541,0.01379408,0.0000690242,0.0003966494,0.001655781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2832389,"threshold_uncertainty_score":0.3492841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9197824013211875,"score_gpt":0.8173011851950969,"score_spread":0.1024812161260906,"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."}}