{"id":"W2169364194","doi":"10.3109/0142159x.2013.773395","title":"The role of ePortfolios in supporting continuing professional development in practice","year":2013,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Lifelong learning; Medical education; Continuing professional development; Interoperability; Continuing medical education; Set (abstract data type); Professional development; Continuing education; Medicine; Knowledge management; Psychology; Computer science; Pedagogy; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003679211,0.00007685631,0.0001784198,0.0001134108,0.0000359179,0.000006886155,0.0001182901,0.0001470089,0.001675647],"category_scores_gemma":[0.02041657,0.00004908628,0.00001880566,0.0003922172,0.0001203612,0.00009882684,0.0000557432,0.0007490087,0.00004312755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001286343,"about_ca_system_score_gemma":0.0005630607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001375457,"about_ca_topic_score_gemma":0.00002258992,"domain_scores_codex":[0.9977784,0.0001155299,0.0008399709,0.0001443628,0.000853234,0.0002684815],"domain_scores_gemma":[0.999178,0.0001500927,0.0002278551,0.0001651104,0.0001975584,0.0000813947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002439656,0.0006612334,0.4379587,0.00002601064,0.00001610964,0.0000195525,0.005275294,1.659708e-7,0.0001757803,0.0007138253,0.003277865,0.5518511],"study_design_scores_gemma":[0.002550398,0.00007508763,0.5518219,0.001721061,0.00002704347,0.0001232743,0.03907778,0.01058077,0.001059496,0.001118704,0.391607,0.0002374576],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774334,0.000162919,0.00002481574,0.01140736,0.0002913352,0.0004364273,2.258186e-8,0.00001289764,0.01023084],"genre_scores_gemma":[0.9950373,0.000009552909,0.001664901,0.0005455987,0.0001173241,0.0001900578,0.000009052616,0.00001054435,0.002415731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5516136,"threshold_uncertainty_score":0.9992369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009691609225077936,"score_gpt":0.352513982585333,"score_spread":0.342822373360255,"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."}}