{"id":"W3161942385","doi":"10.1002/aet2.10609","title":"The scoping review: A flexible, inclusive, and iterative approach to knowledge synthesis","year":2021,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Emergency department; Library science; Suite; Medical school; Medicine; History; Computer science; Medical education; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005493282,0.00008654115,0.0001714072,0.00007588514,0.0003759315,0.00005526599,0.00003849692,0.00003699033,0.00002979138],"category_scores_gemma":[0.003091619,0.00006616356,0.00001827643,0.00055569,0.0000754459,0.00006704208,0.00004260856,0.0001377997,0.000008272424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004735067,"about_ca_system_score_gemma":0.001078067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003235344,"about_ca_topic_score_gemma":0.000003045801,"domain_scores_codex":[0.9992207,0.00007133272,0.0002366433,0.0002204606,0.0001181933,0.0001326122],"domain_scores_gemma":[0.999104,0.0002214409,0.0000545363,0.0001716727,0.0003603314,0.00008803372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000578614,0.0001758278,0.0002380125,0.001403974,0.00002603537,3.866153e-7,0.01517457,1.284211e-7,0.00007188762,0.008680641,0.01105844,0.9631643],"study_design_scores_gemma":[0.002263538,0.0002890082,0.07290235,0.1998717,0.001062638,0.002142986,0.2138242,0.001732013,0.004503467,0.002722535,0.4972105,0.001475014],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2406992,0.2037153,0.005073791,0.1849589,0.002392377,0.004001538,0.000004555567,0.0001851155,0.3589692],"genre_scores_gemma":[0.8903384,0.01288232,0.05338899,0.03312784,0.0009497116,0.001435477,0.00009451684,0.00004473946,0.007738072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9616893,"threshold_uncertainty_score":0.370118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04372698125201251,"score_gpt":0.4017244005223865,"score_spread":0.357997419270374,"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."}}