{"id":"W4404766138","doi":"10.21203/rs.3.rs-5218635/v1","title":"Stakeholder Perceptions and Experiences of Competency-Based Training with Entrustable Professional Activities (SPECTRE): Protocol of a Systematic Review and Thematic Synthesis of Qualitative Research","year":2024,"lang":"en","type":"review","venue":"Research Square","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Thematic analysis; Perception; Qualitative research; Stakeholder; Psychology; Protocol (science); Medical education; Medicine; Sociology; Political science; Alternative medicine; Public relations; Neuroscience; Social science; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.1786402,0.003130199,0.007747266,0.01124782,0.005270136,0.005795605,0.004335084,0.006346883,0.02065693],"category_scores_gemma":[0.1720258,0.00403483,0.009822363,0.01069675,0.004619244,0.005149173,0.006143971,0.005451278,0.003226019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01880161,"about_ca_system_score_gemma":0.1009662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027271,"about_ca_topic_score_gemma":0.02315205,"domain_scores_codex":[0.9141384,0.04150641,0.0263951,0.004283965,0.009943471,0.00373269],"domain_scores_gemma":[0.8979223,0.04581329,0.0143772,0.01007225,0.02840636,0.003408668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01353045,0.001375235,0.004170297,0.6959361,0.002342607,0.001310568,0.04744474,0.002096154,0.00536094,0.01069198,0.0252151,0.1905258],"study_design_scores_gemma":[0.04033921,0.005427359,0.02288532,0.5527345,0.01113139,0.0008232769,0.03254455,0.00150018,0.01061147,0.01896985,0.3019696,0.001063253],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002099677,0.001750451,0.002908579,0.0005786218,0.0001616525,0.9894147,0.002376745,0.00004616659,0.0006634109],"genre_scores_gemma":[0.001469205,0.0007650949,0.00634639,0.0001277516,0.00001102346,0.9908551,0.000248197,0.000004795207,0.0001725567],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1786402,"threshold_uncertainty_score":0.944751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4135111858122277,"score_gpt":0.6060230631553511,"score_spread":0.1925118773431234,"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."}}