{"id":"W3178886800","doi":"10.2196/24633","title":"Digital Medical Device Companion (MyIUS) for New Users of Intrauterine Systems: App Development Study","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bayer","keywords":"Context (archaeology); Computer science; Digital health; Medicine; Software deployment; Personalization; Multidisciplinary approach; Process management; Health care; Medical emergency; World Wide Web; Engineering","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":[0.001510092,0.0002067413,0.0006391899,0.0001056004,0.0004019188,0.00002005131,0.0004156218,0.0004269238,0.0006258825],"category_scores_gemma":[0.001107756,0.0001727994,0.00006020843,0.00039215,0.00007260756,0.0002096886,0.0002821578,0.0007455653,0.0002077032],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001769888,"about_ca_system_score_gemma":0.009210115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004965787,"about_ca_topic_score_gemma":0.0001653455,"domain_scores_codex":[0.9945437,0.0001377016,0.00294375,0.0001811221,0.001491786,0.0007019905],"domain_scores_gemma":[0.9955626,0.001048266,0.0006368425,0.0004456988,0.0004701037,0.001836467],"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":[0.0002605572,0.00285523,0.03213328,0.0278728,0.0002610738,0.00002451988,0.03962079,0.00001597487,0.000002401336,0.02416578,0.2149931,0.6577945],"study_design_scores_gemma":[0.003967511,0.0001694844,0.004017724,0.001109494,0.00002038929,0.00001691799,0.02566159,0.004977302,0.000006499888,0.00006355549,0.9597953,0.000194206],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8050618,0.000593321,0.1385183,0.008032606,0.00378514,0.02686822,0.0002093595,0.000676465,0.01625477],"genre_scores_gemma":[0.9193134,0.001247514,0.0196087,0.01839821,0.002623771,0.03219154,0.002082107,0.000144033,0.004390743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7448022,"threshold_uncertainty_score":0.9964067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06200740932899316,"score_gpt":0.4389795626942279,"score_spread":0.3769721533652347,"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."}}