{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001213173,0.0003423434,0.0008920106,0.0001685486,0.0009337332,0.00003421552,0.00006650452,0.0000875108,0.000005001071],"category_scores_gemma":[0.00004333438,0.0002958066,0.00008547361,0.0004270617,0.00009203464,0.000100959,0.00004884291,0.0002764725,0.00001976158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001099426,"about_ca_system_score_gemma":0.003792488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005883654,"about_ca_topic_score_gemma":0.0001796523,"domain_scores_codex":[0.9968144,0.0001015952,0.0007015857,0.0006569964,0.0005318755,0.001193567],"domain_scores_gemma":[0.9978606,0.0001491059,0.000250654,0.0003669819,0.0002390966,0.001133605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008980446,0.001432245,0.7296706,0.02421368,0.0001797348,0.00002006054,0.01845777,0.00002494216,0.0008909177,0.00001988928,0.01036035,0.2057494],"study_design_scores_gemma":[0.0353051,0.07522509,0.4917652,0.006314368,0.0001281467,0.001204432,0.00358292,0.0008012981,0.003627889,0.00001111553,0.380537,0.001497408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850524,0.001546855,0.000757233,0.001447468,0.0007234968,0.009538951,0.00006482661,0.0002473246,0.0006214147],"genre_scores_gemma":[0.9543469,0.0001070248,0.0371046,0.003064919,0.001339895,0.003682308,0.00009829061,0.00009156277,0.0001645006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3701767,"threshold_uncertainty_score":0.9999494,"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."}}