{"id":"W2097283477","doi":"10.1186/1748-5908-6-17","title":"Developing a theory-based instrument to assess the impact of continuing professional development activities on clinical practice: a study protocol","year":2011,"lang":"en","type":"article","venue":"Implementation Science","topic":"Innovations in Medical Education","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Business Development Bank of Canada; Université de Montréal; Université Laval; Dalhousie University; Hôpital Saint-François d'Assise; Université de Sherbrooke; Ottawa Hospital; Centre hospitalier universitaire de Québec","funders":"Faculty of Medicine and Health, University of Sydney; Faculté de Médecine, Université Laval; Centre Hospitalier Universitaire de Québec; Canadian Institutes of Health Research; Ministère de la Santé; Ministère de la Santé et des Services sociaux; Université de Sherbrooke; McGill University; Université de Montréal; Université Laval","keywords":"Delphi method; Accreditation; Health care; Protocol (science); Medicine; Medical education; Health services research; Health administration; Health informatics; Professional development; Nursing; Public health; Computer science; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008997686,0.000117929,0.0001699064,0.0002900287,0.0002879542,0.00003895867,0.0002601566,0.00002527711,0.0002593349],"category_scores_gemma":[0.002966018,0.00006952469,0.00003694553,0.001245228,0.000246973,0.0003139999,0.00008939904,0.0001902265,0.000008933881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004994135,"about_ca_system_score_gemma":0.004085367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003432322,"about_ca_topic_score_gemma":0.000005946689,"domain_scores_codex":[0.9972066,0.0002686616,0.0008144607,0.0002958073,0.001163457,0.000251051],"domain_scores_gemma":[0.998055,0.0003857435,0.0004566216,0.0002847682,0.0007434535,0.00007436139],"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":[0.001914169,0.003682407,0.3282551,0.00004780604,0.0001124929,0.00000416167,0.05835101,0.000008373854,0.001947458,0.009252294,0.0006194979,0.5958053],"study_design_scores_gemma":[0.002264318,0.001897257,0.9231486,0.0001593984,0.00002108164,0.000005022968,0.05119553,0.00004354133,0.01979547,0.0001096856,0.001251343,0.0001087913],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460856,1.34736e-7,0.007052676,0.0006508567,0.000283077,0.04548299,0.000001191116,0.00001875104,0.0004247399],"genre_scores_gemma":[0.9075362,4.097155e-8,0.0580981,0.00104711,0.00003739648,0.03323966,0.000003388543,0.000007280116,0.00003079933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5956965,"threshold_uncertainty_score":0.7247264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3649777250433064,"score_gpt":0.6495553018023482,"score_spread":0.2845775767590418,"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."}}