{"id":"W1947782826","doi":"10.1177/160940691501400205","title":"Current Mixed Methods Practices in Qualitative Research: A Content Analysis of Leading Journals","year":2015,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Qualitative research; Content analysis; Multimethodology; Publication; Empirical research; Qualitative property; Exploratory research; Research design; Complementarity (molecular biology); Management science; Computer science; Psychology; Sociology; Social science; Political science; Mathematics education; Statistics; Mathematics; Engineering","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":"methods","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4150618,0.0002126223,0.001322657,0.005912198,0.0001967567,0.00005305502,0.001195785,0.0001273075,0.0003499554],"category_scores_gemma":[0.3043239,0.0001713832,0.0003357265,0.004118619,0.0004797874,0.001203632,0.0002881072,0.002126893,0.00002375851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001618512,"about_ca_system_score_gemma":0.002949187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004265,"about_ca_topic_score_gemma":0.0003793035,"domain_scores_codex":[0.7618393,0.2285444,0.005252458,0.0003575426,0.003276144,0.0007301554],"domain_scores_gemma":[0.809042,0.1583857,0.01187391,0.0003098328,0.01970197,0.000686565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005783539,0.0001880797,0.005338372,0.00006898709,0.00134382,0.00001273268,0.9363423,0.0001230247,0.005459142,0.01111557,0.002960693,0.03646891],"study_design_scores_gemma":[0.002417983,0.0004033853,0.01334258,0.0006803669,0.0002143749,0.000008530775,0.9186827,0.0006843303,0.001608759,0.03435493,0.02741017,0.000191914],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3328311,0.001598406,0.6377425,0.02219767,0.003624329,0.0005472449,0.0001272694,0.000009984858,0.001321514],"genre_scores_gemma":[0.2712665,0.0003357414,0.7263618,0.001255159,0.0004380444,0.00007520764,0.000007066829,0.0000249791,0.0002354788],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1107379,"threshold_uncertainty_score":0.9240411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.996979676597943,"score_gpt":0.9224988841036924,"score_spread":0.07448079249425055,"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."}}