{"id":"W1507845786","doi":"10.1177/160940691401300119","title":"Generic Qualitative Approaches: Pitfalls and Benefits of Methodological Mixology","year":2014,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":618,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Rigour; Allegiance; Qualitative research; Management science; Engineering ethics; Epistemology; Computer science; Interpretation (philosophy); Sociology; Data science; Engineering; Political science; Social science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6087785,0.002249482,0.004052898,0.01235489,0.01509724,0.02277376,0.008618424,0.01052017,0.003860517],"category_scores_gemma":[0.6299684,0.00263227,0.002403365,0.01459484,0.1040812,0.03133459,0.02766951,0.01541866,0.001104674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.022817,"about_ca_system_score_gemma":0.02124364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004077462,"about_ca_topic_score_gemma":0.005085919,"domain_scores_codex":[0.2118448,0.7024314,0.02622802,0.0123886,0.04494771,0.002159502],"domain_scores_gemma":[0.2204526,0.6630033,0.02233749,0.0566846,0.03519097,0.00233104],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001088213,0.0000362252,0.001512261,0.005883364,0.0001795582,0.0003248857,0.1853747,0.0007196828,0.0004055266,0.7537054,0.007181762,0.04456794],"study_design_scores_gemma":[0.0001385104,0.00008902298,0.0008386396,0.01221745,0.0001363698,0.0006701469,0.06514319,0.002552816,0.0006469304,0.8223865,0.09505527,0.0001251738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02083471,0.0238582,0.6763276,0.2290372,0.005701287,0.004694762,0.0002774324,0.0005076788,0.03876111],"genre_scores_gemma":[0.4545698,0.01187189,0.4570661,0.05321036,0.002366427,0.01619904,0.0001610759,0.0006004562,0.00395492],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3912215,"threshold_uncertainty_score":0.4824458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.943681596231911,"score_gpt":0.7401475880554821,"score_spread":0.2035340081764289,"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."}}