{"id":"W2804239649","doi":"10.1007/s10459-018-9829-y","title":"Considering axiological integrity: a methodological analysis of qualitative evidence syntheses, and its implications for health professions education","year":2018,"lang":"en","type":"review","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Arnold P. Gold Foundation","keywords":"Qualitative research; Critical appraisal; Context (archaeology); Checklist; Systematic review; Inclusion (mineral); Management science; Quality (philosophy); Perspective (graphical); Psychology; Computer science; Engineering ethics; Medicine; MEDLINE; Epistemology; Alternative medicine; Sociology; Social science; Social psychology; Pathology; Chemistry; Artificial intelligence; Cognitive psychology","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":[0.6727059,0.003255363,0.007975252,0.02828253,0.008223006,0.02110926,0.008011001,0.006040464,0.00623845],"category_scores_gemma":[0.8796409,0.004042333,0.006479472,0.03231687,0.02402977,0.01758497,0.01561119,0.007776274,0.0006693301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02577214,"about_ca_system_score_gemma":0.06959453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009064571,"about_ca_topic_score_gemma":0.01881125,"domain_scores_codex":[0.1742034,0.597814,0.1569625,0.01710141,0.05144844,0.002470303],"domain_scores_gemma":[0.07102654,0.8288112,0.04188459,0.02620673,0.03126157,0.0008094036],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001188491,0.0001611352,0.01082083,0.4500345,0.01118842,0.0007669348,0.2299418,0.001324179,0.001787374,0.1273944,0.01041604,0.1549759],"study_design_scores_gemma":[0.001006182,0.0003756357,0.006898892,0.5550066,0.01729782,0.0008501323,0.1151141,0.004084853,0.00402099,0.1760356,0.1187169,0.0005923279],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.06004243,0.308136,0.3969074,0.09633246,0.009672876,0.1017106,0.007645078,0.0004493205,0.01910374],"genre_scores_gemma":[0.355007,0.03923184,0.4029803,0.0198123,0.001061871,0.1777076,0.001647377,0.0006465607,0.001905144],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3272941,"threshold_uncertainty_score":0.403612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6382731506252521,"score_gpt":0.6978603651136197,"score_spread":0.05958721448836757,"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."}}