{"id":"W2809407179","doi":"10.2196/mhealth.9987","title":"A Novel mHealth Approach for a Patient-Centered Medication and Health Management System in Taiwan: Pilot Study","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Usage data; Health care; Medicine; Telemedicine; Internet privacy; Nursing; Computer science; World Wide Web; Psychological intervention","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":[0.003636564,0.0005190686,0.0004882665,0.001095293,0.001336384,0.0008984901,0.0007750911,0.0008956417,0.00236849],"category_scores_gemma":[0.004836309,0.0003780073,0.0008168179,0.0006107623,0.0006407925,0.001167867,0.001220584,0.0009784647,0.0004693242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539681,"about_ca_system_score_gemma":0.004153438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008782143,"about_ca_topic_score_gemma":0.01037676,"domain_scores_codex":[0.9984797,0.0006505901,0.0001733438,0.0001324371,0.0002224687,0.0003414984],"domain_scores_gemma":[0.9975322,0.0007307352,0.000246916,0.0002258558,0.0006219913,0.0006422623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.004736149,0.140979,0.3325942,0.004473114,0.0004371589,0.009693149,0.09618469,0.00325738,0.04705663,0.001085981,0.006808423,0.3526942],"study_design_scores_gemma":[0.003690733,0.1908406,0.6516337,0.0007597918,0.000775662,0.002348937,0.1042827,0.01233007,0.01524026,0.0003513381,0.01738863,0.0003576637],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975919,0.00004338429,0.0004217988,0.0001542961,0.000008013256,0.001137868,0.00007481655,0.00002573075,0.0005422292],"genre_scores_gemma":[0.9886417,0.0002786113,0.006112021,0.0003533405,0.00002789232,0.003303173,0.0002085781,0.00001547868,0.001059169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008782143,"threshold_uncertainty_score":0.01923227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1505914066520342,"score_gpt":0.4576253877184694,"score_spread":0.3070339810664352,"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."}}