{"id":"W4394920556","doi":"10.2196/51389","title":"Knowledge Transfer and Networking Upon Implementation of a Transdisciplinary Digital Health Curriculum in a Unique Digital Health Training Culture: Prospective Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Likert scale; Test (biology); Medical education; Subject (documents); Psychology; Digital health; Medicine; Computer science; Pedagogy; Health care","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":[],"consensus_categories":[],"category_scores_codex":[0.0005989766,0.0001507517,0.0004040764,0.0004545943,0.00008741283,0.00007035459,0.00005429465,0.0001222186,0.00007295595],"category_scores_gemma":[0.00005455729,0.0001303304,0.0001115455,0.001658202,0.00007824286,0.0003547762,0.0000106748,0.0003704163,0.000003078909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004338632,"about_ca_system_score_gemma":0.005465138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006743391,"about_ca_topic_score_gemma":0.001675258,"domain_scores_codex":[0.9980832,0.00007806792,0.0008041697,0.0003826099,0.000327394,0.0003245083],"domain_scores_gemma":[0.9992045,0.00008788067,0.00007213052,0.0001133943,0.0001098529,0.0004122729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003067726,0.0005487473,0.04659058,0.0007027994,0.0000737899,0.000001700357,0.2368139,0.000001387634,0.000002928982,0.0005685557,0.0004099771,0.7142549],"study_design_scores_gemma":[0.0007855515,0.003983549,0.2016891,0.008332487,0.0003518408,0.0001963283,0.7449611,0.02001546,0.0001483352,0.007750755,0.01105434,0.0007311416],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707335,0.006648628,0.003041909,0.01714524,0.0006468669,0.001391536,0.00001900296,0.00006675105,0.0003065237],"genre_scores_gemma":[0.9976593,0.0006532178,0.0000709529,0.0003055897,0.0005613719,0.000232115,0.0004513267,0.00001720022,0.00004890076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7135237,"threshold_uncertainty_score":0.969492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05543046530566667,"score_gpt":0.4785715936396419,"score_spread":0.4231411283339752,"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."}}