{"id":"W4385461854","doi":"10.2196/49651","title":"The Effectiveness of Blended Learning for Dermatology Undergraduate Medical Students","year":2023,"lang":"en","type":"article","venue":"Iproceedings","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blended learning; Context (archaeology); Significant difference; Medical education; Medicine; Mathematics education; Psychology; Educational technology; 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":[0.001789957,0.0002953438,0.0003530323,0.0005197042,0.0003109284,0.001246062,0.0004385058,0.0003570545,0.002780551],"category_scores_gemma":[0.00778869,0.00008738884,0.0003821223,0.0003005184,0.0001626652,0.0005229259,0.001233183,0.0003544129,0.0004741103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003285582,"about_ca_system_score_gemma":0.0006237877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003334561,"about_ca_topic_score_gemma":0.0004481242,"domain_scores_codex":[0.9987252,0.000592239,0.00009784799,0.0001231876,0.0003223195,0.0001391215],"domain_scores_gemma":[0.9954131,0.001550497,0.0005152751,0.0002283165,0.0005330798,0.001759827],"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":[0.004519348,0.02823833,0.1103394,0.0003868353,0.0001344795,0.0002237772,0.001970905,0.00138979,0.008872945,0.0002885947,0.001079517,0.8425561],"study_design_scores_gemma":[0.001917446,0.1364963,0.788891,0.0006275928,0.0005562132,0.001372644,0.008591862,0.0152427,0.02919008,0.001349201,0.0156446,0.0001202354],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973182,0.0001745716,0.0004442785,0.00009968093,0.00002464261,0.00006628723,0.00001601757,0.00001896623,0.001837266],"genre_scores_gemma":[0.9980141,0.0001265747,0.001092571,0.00004432141,0.0000173064,0.00004938389,0.00002712597,0.000002675496,0.0006260361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002780551,"threshold_uncertainty_score":0.00946629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05597928276152978,"score_gpt":0.4374356586815631,"score_spread":0.3814563759200333,"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."}}