{"id":"W3004488102","doi":"10.2196/14983","title":"A Cardiology Handbook App to Improve Medical Education for Internal Medicine Residents: Development and Usability Study","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Indiana University Health","keywords":"Internal medicine; Cardiology; Medical education; Medicine; Modalities; Mobile apps; Usability; Psychology; Computer science; World Wide Web","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002426558,0.0002090464,0.0005158411,0.0001273494,0.0006058893,0.000006810271,0.0003560301,0.0003785648,0.001053379],"category_scores_gemma":[0.01259401,0.0001723474,0.00003448659,0.000279901,0.0001411325,0.00007065264,0.0001746612,0.0007606489,0.0001416975],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003936554,"about_ca_system_score_gemma":0.0219002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006767862,"about_ca_topic_score_gemma":0.0005263711,"domain_scores_codex":[0.9960058,0.0005227475,0.001362123,0.0007348345,0.0008153245,0.0005591185],"domain_scores_gemma":[0.9949243,0.0007306212,0.0002748053,0.0003554935,0.000460923,0.003253842],"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":[0.0003837811,0.00088723,0.07120705,0.001380224,0.00002612347,7.678515e-7,0.01991677,8.697715e-8,0.00002142107,0.001705517,0.3642751,0.5401959],"study_design_scores_gemma":[0.002876976,0.0009061944,0.1551581,0.0008559901,0.00003890756,0.00000665899,0.01474316,0.0001341184,0.000007094806,0.0008313517,0.8242158,0.0002257091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.580011,0.001355133,0.01492103,0.3640052,0.005350042,0.03067436,0.0000148712,0.0002705685,0.003397841],"genre_scores_gemma":[0.7178366,0.0002003659,0.002904397,0.1401237,0.007455606,0.1296669,0.0002271712,0.00005469609,0.001530602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5399702,"threshold_uncertainty_score":0.9998598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04248554745122201,"score_gpt":0.4906046023252026,"score_spread":0.4481190548739806,"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."}}