{"id":"W4362461441","doi":"10.21037/mhealth-23-5","title":"mHealth applications are they the future or another burden for our patients?","year":2023,"lang":"en","type":"letter","venue":"mHealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"mHealth; Medicine; Computer science; Medical emergency; Psychological intervention; Nursing","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002564412,0.000952462,0.001458773,0.0004411761,0.006528236,0.00004948321,0.001708315,0.002776904,0.0002174287],"category_scores_gemma":[0.0003020963,0.000616772,0.0003706871,0.001011132,0.00008659124,0.0001010774,0.0002568835,0.007172293,0.003722948],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350075,"about_ca_system_score_gemma":0.006191702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001847359,"about_ca_topic_score_gemma":0.005238028,"domain_scores_codex":[0.9896306,0.001488826,0.002638294,0.001681532,0.001010711,0.003550013],"domain_scores_gemma":[0.9894118,0.002755057,0.003083811,0.002942079,0.001095537,0.0007116888],"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":[0.0001337448,0.00007627902,0.0008219104,0.008660089,0.00004253539,0.00000388555,0.000556317,0.000003281382,1.365093e-7,0.001329738,0.9710425,0.01732958],"study_design_scores_gemma":[0.001649234,0.0002259712,0.00187852,0.0004385248,0.0001413296,0.000002653426,0.002132439,0.00004421717,9.793808e-8,0.001836796,0.9911508,0.0004994076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0000450272,0.0008851038,0.001179217,0.9428717,0.005157692,0.04190687,0.005472237,0.0009807798,0.001501302],"genre_scores_gemma":[0.0002402085,0.004241824,0.0004302181,0.7162947,0.05979922,0.1783247,0.004242181,0.0005179347,0.03590903],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2265771,"threshold_uncertainty_score":0.9996284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0777266130654477,"score_gpt":0.4324863680282234,"score_spread":0.3547597549627757,"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."}}