{"id":"W2883526374","doi":"10.2196/10228","title":"A Mobile Phone–Based Healthy Lifestyle Monitoring Tool for People With Mental Health Problems (MyHealthPA): Development and Pilot Testing","year":2018,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of New South Wales","keywords":"Mental health; Psychological intervention; Mood; Medicine; Mental illness; Gerontology; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005853819,0.0006417753,0.0005288379,0.001173832,0.000324447,0.0005175701,0.0008747802,0.0007057135,0.003908284],"category_scores_gemma":[0.007879733,0.000604442,0.001184645,0.0005000191,0.0002633342,0.0008844563,0.001024473,0.0006921234,0.0008041959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002829773,"about_ca_system_score_gemma":0.0009856006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009897825,"about_ca_topic_score_gemma":0.002275856,"domain_scores_codex":[0.9981987,0.001009759,0.0002154902,0.0001892893,0.0002829131,0.0001038257],"domain_scores_gemma":[0.9965365,0.002012315,0.000461097,0.0001685445,0.0005412917,0.0002804109],"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":[0.009048678,0.01953992,0.3316084,0.003880791,0.0007798797,0.0003757894,0.005017254,0.001418461,0.01042088,0.0003039529,0.009983554,0.6076224],"study_design_scores_gemma":[0.00678712,0.0440713,0.9144521,0.001195001,0.0009161367,0.0009968606,0.002367736,0.006862803,0.004943521,0.000536942,0.0167133,0.0001570797],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563478,0.0006091656,0.009180508,0.0008275958,0.00009241876,0.02440647,0.004589862,0.0006167455,0.003329413],"genre_scores_gemma":[0.821916,0.001582798,0.1072093,0.0008440951,0.0001303868,0.05870636,0.006662451,0.0001029031,0.002845701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005853819,"threshold_uncertainty_score":0.03095829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03557245097815456,"score_gpt":0.3372052336035938,"score_spread":0.3016327826254392,"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."}}