{"id":"W2414738784","doi":"10.2196/mhealth.5960","title":"Mobile Sensing and Support for People With Depression: A Pilot Trial in the Wild","year":2016,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":359,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Context (archaeology); Mental health; Psychological intervention; eHealth; Intervention (counseling); Depression (economics); Patient Health Questionnaire; Psychology; Applied psychology; Clinical psychology; Medicine; Cognition; Psychiatry; Depressive symptoms; Health care","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":[0.00315679,0.001388045,0.001648884,0.0006560414,0.001505551,0.001117644,0.0009425104,0.002161362,0.007977859],"category_scores_gemma":[0.003665681,0.0006601636,0.002142579,0.0004068518,0.001285255,0.001198473,0.001210133,0.00240635,0.0008957744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008570366,"about_ca_system_score_gemma":0.001984569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004226041,"about_ca_topic_score_gemma":0.006032916,"domain_scores_codex":[0.9989913,0.0004761958,0.00008613287,0.0001547911,0.00006858707,0.0002229515],"domain_scores_gemma":[0.9979001,0.0006528153,0.0002102487,0.0002068515,0.0002492729,0.0007807183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.339709,0.4966532,0.00941719,0.004380153,0.001696861,0.0005391054,0.00276857,0.001111761,0.005172987,0.0004223313,0.005639793,0.1324891],"study_design_scores_gemma":[0.2243769,0.7495432,0.01941092,0.0003118197,0.000686959,0.00006807935,0.00138871,0.0008017322,0.0005852369,0.0003708935,0.002398984,0.00005655344],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786857,0.0005822273,0.0006131515,0.0007274943,0.0002744234,0.0171227,0.0008637796,0.0000848602,0.001045714],"genre_scores_gemma":[0.9257007,0.00169805,0.007420863,0.001409863,0.0003816112,0.0595217,0.0009003178,0.00002006142,0.002946837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007977859,"threshold_uncertainty_score":0.02668864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07449331699534704,"score_gpt":0.4364799450652406,"score_spread":0.3619866280698935,"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."}}