{"id":"W1985356236","doi":"10.1002/chp.20017","title":"The quality of questions and use of resources in self-directed learning: Personal learning projects in the maintenance of certification","year":2009,"lang":"en","type":"article","venue":"Journal of Continuing Education in the Health Professions","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; Royal Ottawa Mental Health Centre","funders":"","keywords":"Maintenance of Certification; Certification; Quality (philosophy); Medical education; Autodidacticism; Psychology; Business; Knowledge management; Medicine; Computer science; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0577384,0.0004574982,0.0004257253,0.002600626,0.001241825,0.003001833,0.001757641,0.0007507195,0.002800187],"category_scores_gemma":[0.2308159,0.0002755044,0.0003510893,0.00218114,0.002730201,0.001549028,0.00450737,0.0009573277,0.0003519159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005398703,"about_ca_system_score_gemma":0.01778678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009139998,"about_ca_topic_score_gemma":0.01418096,"domain_scores_codex":[0.9608425,0.02575558,0.003026108,0.001142913,0.007922753,0.001310151],"domain_scores_gemma":[0.7095526,0.1666284,0.06295702,0.008279603,0.02834035,0.02424203],"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":[0.0009093737,0.001285385,0.4563493,0.002309737,0.0001051796,0.000289005,0.02340453,0.000936274,0.001045178,0.0006642216,0.006866546,0.5058352],"study_design_scores_gemma":[0.0002871222,0.003627006,0.940755,0.003065623,0.00009966493,0.001374026,0.01911948,0.003148644,0.002483768,0.002504105,0.02340047,0.0001352006],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773615,0.001741564,0.003874833,0.003042873,0.00007256431,0.001977827,0.0002675227,0.0001582052,0.01150308],"genre_scores_gemma":[0.9911757,0.0004499128,0.006824145,0.000187422,0.00003158605,0.0005284378,0.0001314056,0.00001078389,0.000660634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0577384,"threshold_uncertainty_score":0.3053535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05734872634428903,"score_gpt":0.4369718216968056,"score_spread":0.3796230953525166,"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."}}