{"id":"W4381434599","doi":"10.2196/46752","title":"Training Physicians in the Digital Health Era: How to Leverage the Residency Elective","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internship; Health care; Digital health; Medical education; Subspecialty; Medicine; Experiential learning; Nursing; Psychology; Family medicine; Political science; Pedagogy","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":[0.009842799,0.0005209335,0.0002980724,0.001009372,0.005078639,0.008255052,0.001451009,0.00368057,0.01619929],"category_scores_gemma":[0.0192537,0.0004384765,0.0006623385,0.0004620139,0.004811985,0.009319504,0.01213655,0.005653166,0.004919641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512976,"about_ca_system_score_gemma":0.007890741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001394543,"about_ca_topic_score_gemma":0.005546073,"domain_scores_codex":[0.9937558,0.003544819,0.0001692058,0.0003711639,0.001092562,0.001066398],"domain_scores_gemma":[0.9832718,0.005471713,0.001072316,0.0006193363,0.0008957367,0.008669202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001457829,0.002620946,0.01681337,0.001724137,0.00005732545,0.003374049,0.06941376,0.0008845427,0.005051661,0.0340606,0.1876872,0.6781666],"study_design_scores_gemma":[0.0001667252,0.001775857,0.02957876,0.003982355,0.00006465553,0.006267125,0.1689322,0.001017122,0.002460426,0.03819684,0.7473457,0.000212198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1645264,0.00879662,0.04313618,0.6303964,0.005746358,0.0006453981,0.0001099262,0.0007944791,0.1458482],"genre_scores_gemma":[0.7388635,0.01569542,0.09985178,0.1121034,0.003669277,0.0007503417,0.0001573642,0.0002171845,0.02869166],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01619929,"threshold_uncertainty_score":0.05419201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05050568143947826,"score_gpt":0.4271284276009867,"score_spread":0.3766227461615085,"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."}}