{"id":"W4296185559","doi":"10.1177/20597991221123398","title":"A discussion of some controversies in mixed methods research for emerging researchers","year":2022,"lang":"en","type":"article","venue":"Methodological Innovations","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Premise; Multimethodology; Management science; Field (mathematics); Qualitative research; Engineering ethics; Research methodology; Data science; Epistemology; Computer science; Sociology; Social science; 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1334591,0.0001001199,0.000419146,0.001253275,0.002257716,0.00000772354,0.0005169964,0.000106855,0.001227397],"category_scores_gemma":[0.1452952,0.00007120043,0.00006028254,0.005140195,0.0003266468,0.0001507223,0.0007861638,0.001548538,0.000007484217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005967604,"about_ca_system_score_gemma":0.0009163411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000359376,"about_ca_topic_score_gemma":0.00005998607,"domain_scores_codex":[0.9524044,0.0437864,0.001459737,0.0004243213,0.0008352274,0.001089868],"domain_scores_gemma":[0.8682688,0.1295194,0.0004964929,0.0004653944,0.001090699,0.0001592682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005532628,0.0002113853,0.01022894,0.0003526041,0.00002455888,0.000001991576,0.02579429,0.0003141444,0.1524421,0.7088867,0.05434747,0.0468425],"study_design_scores_gemma":[0.002548809,0.0006328764,0.04014703,0.00004738797,0.00000606857,7.93997e-7,0.1124357,0.00165119,0.001655671,0.2583084,0.5823652,0.0002009512],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.3041635,0.00006312405,0.3300248,0.3563133,0.0012699,0.005556208,0.0003996939,0.00008407661,0.002125341],"genre_scores_gemma":[0.2273435,0.0000153055,0.752264,0.01030258,0.0001765981,0.006960033,0.00004082243,0.00002676757,0.00287039],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5280178,"threshold_uncertainty_score":0.9996856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9786833321752622,"score_gpt":0.8417823851381595,"score_spread":0.1369009470371026,"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."}}