{"id":"W4205834135","doi":"10.1002/alz.051698","title":"Social behavior assessment in cognitively impaired older adults using a passive and remote smartphone application","year":2021,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Dementia; Recall; Association (psychology); Cognitive impairment; Cognition; Medicine; Psychology; Smartphone app; Disease; Clinical psychology; Gerontology; Audiology; Psychiatry; Internal medicine","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":[0.000582509,0.0004297601,0.0003076263,0.0008418554,0.0002546816,0.0005796007,0.000319318,0.000366957,0.001141208],"category_scores_gemma":[0.002354621,0.0001385354,0.0005019373,0.0004280576,0.0001481523,0.0003285203,0.0004908931,0.0003632668,0.0002241177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002054186,"about_ca_system_score_gemma":0.0001470558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003372318,"about_ca_topic_score_gemma":0.005999405,"domain_scores_codex":[0.9997112,0.00007593109,0.00005179107,0.00005594463,0.00007542875,0.00002959591],"domain_scores_gemma":[0.9986416,0.0002386188,0.0005938459,0.00005282926,0.0003094631,0.0001637952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004492189,0.0003107295,0.9868907,0.00009060121,0.0001274671,0.00007877067,0.0006008729,0.00005692201,0.0009590847,0.00000959409,0.0001089853,0.01031709],"study_design_scores_gemma":[0.000009332489,0.0004605065,0.9987111,0.000008179176,0.00003685306,0.0001038717,0.0002283065,0.0001970336,0.0001285398,0.00001155135,0.0001003077,0.000004300704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994918,0.00007277409,0.00004845645,0.000006726655,0.000001838958,0.00001763928,0.0001140658,0.000002298891,0.0002444267],"genre_scores_gemma":[0.9992703,0.00007912706,0.0001956935,0.00001515551,0.000005790459,0.00003899801,0.0002022009,6.852024e-7,0.0001919829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003372318,"threshold_uncertainty_score":0.006705344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02984076820134795,"score_gpt":0.3552061958603135,"score_spread":0.3253654276589655,"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."}}