{"id":"W1985221769","doi":"10.2196/mental.3954","title":"Mental Health Mobile Apps: From Infusion to Diffusion in the Mental Health Social System","year":2015,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; mHealth; Psychology; Mobile technology; Diffusion of innovations; Internet privacy; Psychological intervention; Mobile device; Medical education; Medicine; Business; Psychiatry; Computer science; World Wide Web; Marketing","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":[0.03569749,0.0006294019,0.0006902329,0.002888414,0.005377404,0.02624327,0.001957863,0.006722865,0.007254628],"category_scores_gemma":[0.04928375,0.000978009,0.0008539521,0.00195715,0.01793164,0.05153187,0.02136495,0.01078251,0.001439098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00556558,"about_ca_system_score_gemma":0.009876731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003232518,"about_ca_topic_score_gemma":0.002912367,"domain_scores_codex":[0.9801832,0.01321169,0.0008329085,0.001213143,0.003112332,0.001446752],"domain_scores_gemma":[0.9340401,0.0533037,0.001957692,0.002935874,0.00435714,0.003405576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000146396,0.0002261444,0.01231605,0.001344409,0.00004063375,0.0007643775,0.1225084,0.000266011,0.001260491,0.3849479,0.02664284,0.4495364],"study_design_scores_gemma":[0.00009878282,0.0007037644,0.009193764,0.01100069,0.0001046882,0.002422835,0.1405555,0.002510366,0.001965791,0.2807325,0.5504698,0.0002416089],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1026313,0.06382629,0.03500073,0.6912519,0.002825304,0.0003744335,0.0001736685,0.0005208523,0.1033955],"genre_scores_gemma":[0.8093778,0.09238475,0.03734025,0.04114223,0.003612152,0.0008281911,0.000149056,0.0005246516,0.01464099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03569749,"threshold_uncertainty_score":0.1887887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04670368533860124,"score_gpt":0.4309150729096524,"score_spread":0.3842113875710511,"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."}}