{"id":"W2799907466","doi":"10.2196/mhealth.9502","title":"Development of a Mobile Clinical Prediction Tool to Estimate Future Depression Severity and Guide Treatment in Primary Care: User-Centered Design","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Focus group; Depression (economics); User-centered design; Mobile apps; Process (computing); Psychology; Medicine; Computer science; Psychological intervention; Psychiatry; World Wide Web; Human–computer interaction","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":[0.000710357,0.0002047659,0.000434487,0.0001555326,0.0001895849,0.00001686073,0.000088624,0.0001753421,0.00002303075],"category_scores_gemma":[0.00001275462,0.00018023,0.00004133769,0.0001763995,0.00008362795,0.0001149693,0.00008296044,0.0001518031,0.00002236754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005787931,"about_ca_system_score_gemma":0.0005047016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001989931,"about_ca_topic_score_gemma":0.0005058941,"domain_scores_codex":[0.9971933,0.0002671354,0.00131566,0.0005524728,0.000165982,0.0005054805],"domain_scores_gemma":[0.9987895,0.00007477931,0.0002707788,0.00029094,0.00007198285,0.0005019785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001747941,0.001426632,0.1143752,0.001182174,0.00002022181,0.000005642871,0.007913184,8.726365e-7,0.000009289655,0.00007578035,0.001764879,0.8714783],"study_design_scores_gemma":[0.002555707,0.004241838,0.9618937,0.0003959945,0.00001848575,0.00002149961,0.0006917556,0.00003297581,0.00007076046,0.00003192527,0.02990746,0.0001378305],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99387,0.0008797892,0.0007137532,0.000257844,0.001035124,0.002416637,0.0001054957,0.00005622504,0.0006651605],"genre_scores_gemma":[0.9699033,0.000110848,0.02791148,0.0006279359,0.000222229,0.0008741241,0.00008058282,0.00002613876,0.0002433107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8713404,"threshold_uncertainty_score":0.7349567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0905574565441198,"score_gpt":0.4816910983930645,"score_spread":0.3911336418489447,"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."}}