{"id":"W4213458470","doi":"10.2196/34751","title":"Real-life Evaluation of an Interactive Versus Noninteractive e-Learning Module on Chronic Obstructive Pulmonary Disease for Medical Licentiate Students in Zambia: Web-Based, Mixed Methods Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pulmonary disease; Randomized controlled trial; Web application; Computer science; Disease; Medicine; Multimedia; Physical therapy; World Wide Web; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009853847,0.002398915,0.004362533,0.001078011,0.001510733,0.002034078,0.001941184,0.003722053,0.01211314],"category_scores_gemma":[0.01018452,0.001348846,0.003393931,0.0007372065,0.001983579,0.001807057,0.001271744,0.002901027,0.001173154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002396277,"about_ca_system_score_gemma":0.00336876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002497357,"about_ca_topic_score_gemma":0.004378059,"domain_scores_codex":[0.9932395,0.003914406,0.000730747,0.0009076895,0.0004990076,0.0007086846],"domain_scores_gemma":[0.9936723,0.00246445,0.001614918,0.0004073589,0.000804114,0.001037006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9141794,0.05340816,0.001569601,0.005578112,0.002375389,0.00008614545,0.0005285515,0.000536494,0.001830096,0.0002409676,0.0006651795,0.01900187],"study_design_scores_gemma":[0.7613475,0.2307613,0.00376,0.0004488849,0.001408776,0.00001562889,0.0002019714,0.0004908992,0.0004498328,0.0001732874,0.0009064694,0.0000354354],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8460838,0.003355822,0.002222969,0.0006386559,0.001028402,0.1428449,0.001317106,0.00016707,0.002341277],"genre_scores_gemma":[0.7915948,0.001626872,0.007614355,0.0008052618,0.0003662203,0.1957588,0.0003853923,0.0000165577,0.001831689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01211314,"threshold_uncertainty_score":0.05211276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03843178374094641,"score_gpt":0.5336475735977192,"score_spread":0.4952157898567728,"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."}}