{"id":"W3142364669","doi":"10.2196/20996","title":"Requirements and Operational Guidelines for Secure and Sustainable Digital Phenotyping: Design and Development Study","year":2021,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Computer science; Sustainability; Process management; Digital health; Computer security; Knowledge management; Health care; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005687939,0.00009068382,0.0002023383,0.0001647431,0.0001220968,0.0003360796,0.0001825308,0.00008441529,0.0003559333],"category_scores_gemma":[0.002927264,0.00007181377,0.0000252089,0.0000987718,0.0001532396,0.0002936007,0.0004135519,0.0003619932,0.000005421816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009866005,"about_ca_system_score_gemma":0.0004632553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002335214,"about_ca_topic_score_gemma":0.00001590606,"domain_scores_codex":[0.997385,0.0002621063,0.0007309249,0.0002244323,0.001027586,0.0003699636],"domain_scores_gemma":[0.9973574,0.0005251327,0.00009339647,0.00008075955,0.001543517,0.0003998067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00205192,0.005697267,0.01754526,0.0008313765,0.001260915,0.002729871,0.01246747,0.00000196007,0.00002918558,0.03289922,0.2815194,0.6429662],"study_design_scores_gemma":[0.03158939,0.02287306,0.0463049,0.004930211,0.0001191254,0.007780712,0.1819761,0.004004864,0.001611458,0.03264314,0.6651073,0.001059672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9380464,0.005189203,0.03221758,0.0222062,0.0005713736,0.0009972471,0.000007735217,0.000008953192,0.0007553225],"genre_scores_gemma":[0.9865312,0.00003217308,0.00325851,0.0002642583,0.000193939,0.00004802917,0.000005379166,0.00001395644,0.009652582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6419065,"threshold_uncertainty_score":0.389722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.36206227070593,"score_gpt":0.5674160119948899,"score_spread":0.2053537412889599,"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."}}