{"id":"W3165585352","doi":"10.2196/22489","title":"Self-Management Apps for People With Epilepsy: Systematic Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Malaya","keywords":"Preprint; Mobile apps; mHealth; Internet privacy; Epilepsy; Computer science; Psychology; World Wide Web; Psychological intervention; Psychiatry","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002092758,0.0004022261,0.001575564,0.0004746972,0.00270863,0.0000295534,0.00022507,0.0002991989,0.0001189059],"category_scores_gemma":[0.00009173668,0.0003307405,0.0001643827,0.002330613,0.00004764411,0.0001185494,0.0001027767,0.0006500093,0.0001025228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004557333,"about_ca_system_score_gemma":0.002289507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001797848,"about_ca_topic_score_gemma":0.002226488,"domain_scores_codex":[0.9939354,0.0008308765,0.001816761,0.001053681,0.0004808773,0.001882385],"domain_scores_gemma":[0.9942343,0.00135746,0.0009431369,0.001106035,0.0005705864,0.001788546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0005168965,0.0007296822,0.09555143,0.7435626,0.0007900521,0.00001375742,0.005013814,0.00002197348,0.000001063448,0.1377876,0.01233754,0.003673544],"study_design_scores_gemma":[0.02058864,0.001771085,0.5369968,0.01127644,0.01511362,0.00008817071,0.03304739,0.0112068,0.000005863154,0.005196339,0.3624901,0.002218744],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5634179,0.04002761,0.1138906,0.06937151,0.003790221,0.1579715,0.001591462,0.00412561,0.04581349],"genre_scores_gemma":[0.8138316,0.01447197,0.03581872,0.01817376,0.0005609583,0.1121248,0.0008226858,0.0001572919,0.004038196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7322862,"threshold_uncertainty_score":0.9999145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04008853361791628,"score_gpt":0.4196549986486429,"score_spread":0.3795664650307267,"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."}}