{"id":"W4312892328","doi":"10.1109/segah54908.2022.9978600","title":"Federated Learning Framework for Mobile Sensing Apps in Mental Health","year":2022,"lang":"en","type":"article","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Server; Mental health; Multimedia; Machine learning; Data science; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002567138,0.0005584719,0.0005643349,0.0007260868,0.0006569774,0.001385985,0.001662919,0.001059756,0.001990315],"category_scores_gemma":[0.003782961,0.0002466393,0.0008357152,0.0004574094,0.000599365,0.001817935,0.001883481,0.001131158,0.0006571327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008955047,"about_ca_system_score_gemma":0.001392304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00443491,"about_ca_topic_score_gemma":0.004332146,"domain_scores_codex":[0.9989601,0.0003814592,0.00008874907,0.0002343301,0.0002138358,0.0001214779],"domain_scores_gemma":[0.9988064,0.0004816689,0.00007096619,0.0001969776,0.0003380081,0.0001059533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001037251,0.001299062,0.01019915,0.0003346226,0.0002080354,0.00104153,0.0008570775,0.4102119,0.01104287,0.06779732,0.008961316,0.4870099],"study_design_scores_gemma":[0.0000280008,0.0001031999,0.0005573585,0.0000269574,0.0000286971,0.0001113447,0.00005181973,0.970333,0.003441777,0.02065799,0.004639452,0.0000204458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01995069,0.0002506988,0.9727525,0.0004264627,0.00006954673,0.0002435022,0.0001005409,0.00451033,0.001695632],"genre_scores_gemma":[0.5321671,0.0003101021,0.462309,0.0004477679,0.00004850447,0.0005626598,0.0003201008,0.0001482698,0.003686443],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00443491,"threshold_uncertainty_score":0.01357651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04221997826168634,"score_gpt":0.4227014382472445,"score_spread":0.3804814599855582,"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."}}