{"id":"W4248643697","doi":"10.21203/rs.2.15654/v2","title":"Mobile device use and the cognitive function and depressive symptoms of older adults living in residential care homes","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Gerontology; Residential care; Depressive symptoms; Cognition; Assisted Living Facility; Psychology; Assisted living; Function (biology); Medicine; Psychiatry","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":[0.0004330253,0.0003169142,0.0003517644,0.0008172636,0.0004363408,0.001042423,0.0002342933,0.0005872012,0.002302942],"category_scores_gemma":[0.002989368,0.0002071613,0.0006512298,0.001027091,0.0002236227,0.0005309616,0.0004804339,0.0008003989,0.000277685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002798665,"about_ca_system_score_gemma":0.0002685348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01790767,"about_ca_topic_score_gemma":0.02630132,"domain_scores_codex":[0.9996971,0.00007899396,0.00004758953,0.00004421615,0.00007658541,0.00005556017],"domain_scores_gemma":[0.9984944,0.0002138439,0.0006902052,0.00005583488,0.0001940439,0.000351681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001081538,0.000146429,0.9971454,0.00002109689,0.0001047969,0.00004359637,0.0002641813,0.00001751523,0.00008163398,0.00001345275,0.0001673789,0.001886537],"study_design_scores_gemma":[0.000004165471,0.00009542732,0.9992892,0.00000808302,0.00002901088,0.00003826297,0.0003752478,0.00003812322,0.00001010645,0.00001206616,0.00009764765,0.00000267037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983042,0.0003972922,0.00001918446,0.00007715893,0.00001185117,0.00000745334,0.0003891014,0.000001615639,0.0007919706],"genre_scores_gemma":[0.9986351,0.000327045,0.00004084724,0.00005835271,0.00002045597,0.000008587979,0.0003217254,0.000001088526,0.0005866494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01790767,"threshold_uncertainty_score":0.03560686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285085525363908,"score_gpt":0.3513795199706879,"score_spread":0.3285286647170489,"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."}}