{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002526951,0.0005699894,0.0009548189,0.0003861584,0.001315043,0.0001279399,0.0007851745,0.0001866234,0.000210228],"category_scores_gemma":[0.000007233285,0.0004908086,0.0002523042,0.0008237017,0.0001296706,0.0003233298,0.0004566646,0.0006477516,0.001475409],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007812726,"about_ca_system_score_gemma":0.0007119403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0272998,"about_ca_topic_score_gemma":0.006420563,"domain_scores_codex":[0.9919556,0.001810376,0.00208757,0.001065711,0.001300703,0.001780071],"domain_scores_gemma":[0.9969566,0.00007156462,0.0008324423,0.0007043833,0.00004200443,0.001393002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001411464,0.006350643,0.002516064,0.000595886,0.00004924711,0.00001365478,0.2023745,0.000001399668,0.00002557426,0.00443352,0.587953,0.1942751],"study_design_scores_gemma":[0.01569759,0.02098057,0.06474327,0.004028216,0.000008693459,0.0002733515,0.3741031,0.0001819381,0.00003208938,0.000445846,0.5182285,0.0012768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.872124,0.003194836,0.00003969573,0.09434599,0.007403932,0.01304647,0.004484814,0.0003643843,0.004995852],"genre_scores_gemma":[0.972712,0.0000480412,0.0003032888,0.02085564,0.0005132254,0.001830507,0.002543346,0.0001010162,0.001092893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1929983,"threshold_uncertainty_score":0.9999851,"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."}}