{"id":"W4205401924","doi":"10.1111/jhn.12989","title":"Advancing qualitative health research approaches in applied nutrition research","year":2022,"lang":"en","type":"review","venue":"Journal of Human Nutrition and Dietetics","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University; University of Saskatchewan","funders":"Canadian Institutes of Health Research","keywords":"Qualitative research; Medicine; Mentorship; Context (archaeology); Management science; Health services research; Engineering ethics; Medical education; Nursing; Public health; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.3309796,0.001807659,0.004070258,0.008450552,0.004530786,0.01528642,0.005559555,0.005118946,0.009853917],"category_scores_gemma":[0.3143477,0.001581505,0.003271248,0.01551746,0.01248898,0.01227851,0.01421102,0.009956991,0.00284941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01090179,"about_ca_system_score_gemma":0.03810998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005668884,"about_ca_topic_score_gemma":0.009322335,"domain_scores_codex":[0.6081294,0.358097,0.01404119,0.005984086,0.01242983,0.001318439],"domain_scores_gemma":[0.3731436,0.5673018,0.01259202,0.02120134,0.02394697,0.001814241],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001258971,0.000188846,0.001568141,0.08220379,0.0007155237,0.0003000492,0.07653187,0.001407474,0.001200527,0.3605517,0.02133605,0.4538702],"study_design_scores_gemma":[0.0002633614,0.0002592481,0.001898688,0.1383813,0.0004675286,0.0004696313,0.04006798,0.002577795,0.001398154,0.3784178,0.4355567,0.0002417829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.004164882,0.2304359,0.6427013,0.06704155,0.006939779,0.01811903,0.001126662,0.0004926678,0.02897822],"genre_scores_gemma":[0.0344595,0.1421527,0.7709119,0.01358068,0.001295207,0.03431011,0.0006127078,0.0003152467,0.002362046],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6690204,"threshold_uncertainty_score":0.8250212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8347323792534346,"score_gpt":0.6979490207924927,"score_spread":0.1367833584609419,"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."}}