{"id":"W2883082116","doi":"10.11622/smedj.2018093","title":"Qualitative research essentials for medical education","year":2018,"lang":"en","type":"review","venue":"Singapore Medical Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Rigour; Qualitative research; Medicine; Engineering ethics; Resource (disambiguation); Educational research; Management science; Data science; Epistemology; Computer science; Sociology; Pedagogy; 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2114534,0.001523893,0.002874502,0.007724358,0.004876225,0.008565527,0.004221976,0.007212276,0.00669757],"category_scores_gemma":[0.2611373,0.001530593,0.001858709,0.01088619,0.0169412,0.01308675,0.008666038,0.01286475,0.002243452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008847999,"about_ca_system_score_gemma":0.03534657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003915136,"about_ca_topic_score_gemma":0.004428332,"domain_scores_codex":[0.730646,0.2243782,0.01852901,0.004087463,0.0209213,0.001438052],"domain_scores_gemma":[0.5651749,0.3804367,0.01198297,0.01787995,0.02161634,0.002909234],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008949432,0.0001074285,0.0005078495,0.07326554,0.0001640951,0.0003527281,0.05393703,0.0003670649,0.0007790212,0.4605891,0.06620155,0.3436391],"study_design_scores_gemma":[0.00004236213,0.00007806211,0.0005211136,0.09642731,0.00007832609,0.000550893,0.01361083,0.0001594221,0.0003144983,0.177726,0.7104249,0.00006623668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008474948,0.6903359,0.09539302,0.176801,0.01410228,0.004017997,0.0005466427,0.0002066922,0.01774895],"genre_scores_gemma":[0.02994999,0.5231984,0.3691684,0.04180622,0.006228487,0.02483244,0.0005890749,0.0002104076,0.004016667],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7885466,"threshold_uncertainty_score":0.9724183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2997438002506114,"score_gpt":0.6723247773323803,"score_spread":0.3725809770817689,"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."}}