{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0947689,0.001866405,0.000841989,0.003716083,0.002355184,0.008418863,0.005612295,0.004591836,0.008227156],"category_scores_gemma":[0.1402157,0.00161791,0.001531486,0.001718122,0.005353415,0.007679744,0.006076615,0.004403588,0.005001064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005794215,"about_ca_system_score_gemma":0.02007909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00393506,"about_ca_topic_score_gemma":0.003735402,"domain_scores_codex":[0.8853447,0.06442049,0.01153226,0.00492955,0.02907167,0.004701259],"domain_scores_gemma":[0.8242874,0.07675249,0.01575945,0.02272696,0.05581365,0.004660051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000548303,0.002355892,0.01233522,0.004483647,0.000127581,0.002527229,0.0239185,0.03270192,0.02778674,0.4600922,0.03384995,0.3992727],"study_design_scores_gemma":[0.0006984274,0.003885535,0.009788657,0.009924858,0.0002812804,0.002895826,0.01571759,0.08568182,0.04846925,0.1710937,0.6510095,0.0005535717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02676615,0.0007345206,0.8989058,0.005908355,0.0002241578,0.02072072,0.0004986817,0.001618322,0.04462326],"genre_scores_gemma":[0.08987393,0.0008300315,0.8781487,0.001376476,0.00007706696,0.02171616,0.0007284056,0.0004715142,0.00677767],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0947689,"threshold_uncertainty_score":0.5011919,"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."}}