{"id":"W2989702233","doi":"10.1007/s10459-019-09932-2","title":"Scoping reviews in health professions education: challenges, considerations and lessons learned about epistemology and methodology","year":2019,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université de Montréal; Centre for Interdisciplinary Research in Rehabilitation; McGill University Health Centre","funders":"","keywords":"Epistemology; Engineering ethics; Meaning (existential); Scholarship; Foundation (evidence); Perspective (graphical); Rationality; Sociology; Systematic review; Management science; Psychology; MEDLINE; Computer science; Political science; Philosophy","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":[0.5608501,0.00189602,0.00804732,0.02424985,0.007569475,0.03366238,0.009388628,0.01654208,0.004840239],"category_scores_gemma":[0.7219685,0.002932033,0.005838017,0.02240222,0.02202053,0.03148782,0.01648272,0.01610548,0.001604302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01606122,"about_ca_system_score_gemma":0.08974691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01145935,"about_ca_topic_score_gemma":0.03207751,"domain_scores_codex":[0.5106849,0.3591396,0.08026637,0.007359309,0.03939131,0.003158552],"domain_scores_gemma":[0.08442309,0.8149839,0.01796049,0.01430151,0.06406196,0.00426911],"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":[0.000275254,0.0001953486,0.005508495,0.1522157,0.002533509,0.0008115884,0.02374639,0.001341158,0.000506803,0.09492748,0.0868853,0.631053],"study_design_scores_gemma":[0.0001455862,0.0001389845,0.002177739,0.553252,0.001315043,0.0008154655,0.01995746,0.001742137,0.0003832811,0.2106661,0.2091615,0.0002445214],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001358199,0.621655,0.02553347,0.3373743,0.009275604,0.0005764464,0.0001717319,0.0001399867,0.003915107],"genre_scores_gemma":[0.05294146,0.6874108,0.1755041,0.06660366,0.0116098,0.003448149,0.0004443388,0.000256137,0.001781513],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4391499,"threshold_uncertainty_score":0.54155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3039440632008207,"score_gpt":0.5800463904718719,"score_spread":0.2761023272710512,"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."}}