{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02227014,0.0002832239,0.001341035,0.0005145722,0.0008101059,0.00001037306,0.0004995535,0.000302586,0.004007007],"category_scores_gemma":[0.0356117,0.0002566102,0.0003080344,0.0004802999,0.0001480565,0.0001821604,0.0001487765,0.001986627,0.00001477683],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002801987,"about_ca_system_score_gemma":0.03704087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004219282,"about_ca_topic_score_gemma":0.0002346908,"domain_scores_codex":[0.9733731,0.02027727,0.002155702,0.0007213139,0.002862455,0.0006101564],"domain_scores_gemma":[0.9813008,0.01401474,0.001854377,0.0004776881,0.0008886953,0.001463756],"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":[0.9202359,0.004824857,0.0002398679,0.0003070117,0.0001003165,0.000001284048,0.001441182,0.0004297229,0.000008370041,0.001182248,0.0003984848,0.0708308],"study_design_scores_gemma":[0.7099678,0.0009030933,0.004920813,0.0003541603,0.0002733786,4.08357e-7,0.004845326,0.276549,0.000003144443,0.0004802299,0.001541604,0.0001610334],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.936161,0.0002754394,0.000878946,0.004312024,0.008689539,0.04829131,0.0000439034,0.00008156687,0.001266275],"genre_scores_gemma":[0.7330203,0.00009401528,0.0003079447,0.000755163,0.0007191948,0.2642784,0.0006930109,0.00003718926,0.00009481594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2761193,"threshold_uncertainty_score":0.9999886,"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."}}