{"id":"W4320718794","doi":"10.1080/0142159x.2023.2178886","title":"The need to develop digital health competencies for medical learners","year":2023,"lang":"en","type":"letter","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medical education; Digital health; Work (physics); Psychology; Medicine; Health care; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004594862,0.0004171508,0.0008179292,0.0003046082,0.0004466813,0.0001159908,0.0008909485,0.001618285,0.001460323],"category_scores_gemma":[0.08571442,0.00026787,0.0001814193,0.001571781,0.0007209202,0.00005142393,0.0002515021,0.005154492,0.0009168592],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006103785,"about_ca_system_score_gemma":0.007135467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006655946,"about_ca_topic_score_gemma":0.00002645505,"domain_scores_codex":[0.9922802,0.0001677613,0.001242039,0.0006547882,0.004506729,0.001148484],"domain_scores_gemma":[0.9968493,0.0008343169,0.0002420622,0.0007500214,0.0006244285,0.0006998655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002556561,0.00006108732,0.0003285328,0.0002486566,0.0001254605,0.00008177666,0.0005516073,6.524797e-8,7.377263e-8,0.0001367545,0.8667482,0.1316923],"study_design_scores_gemma":[0.0007928475,0.0002463059,0.0001477693,0.000785329,0.00003631093,0.0001017326,0.001100884,0.0009489176,3.193432e-7,0.0001947108,0.9953754,0.0002694564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000983873,0.0001787209,0.002896633,0.9883056,0.00362899,0.001385814,0.00001316301,0.0003665533,0.002240714],"genre_scores_gemma":[0.0002550963,0.00009944004,0.0009288378,0.8997385,0.01531174,0.0006787241,0.002194143,0.0001838785,0.08060965],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1314228,"threshold_uncertainty_score":0.9999774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04336242702019635,"score_gpt":0.369011523556347,"score_spread":0.3256490965361506,"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."}}