{"id":"W4234651282","doi":"10.2196/preprints.32473","title":"Voice-Enabled Intelligent Virtual Agents for People With Amnesia: Systematic Review (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cognitive Functions and Memory","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Amnesia; Dementia; Cognitive impairment; Psychology; Medicine; Cognition; Psychiatry; Disease; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009765658,0.0005471529,0.001805592,0.0001651971,0.0001228664,0.0001168035,0.0004374408,0.0003139836,0.008075437],"category_scores_gemma":[0.0004483919,0.0004142424,0.0005583497,0.0002656779,0.00004310862,0.00005278277,0.0005721936,0.0005907661,0.0009798915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000164133,"about_ca_system_score_gemma":0.0002758765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001945052,"about_ca_topic_score_gemma":0.0005538111,"domain_scores_codex":[0.9964847,0.0004271618,0.001028223,0.001258414,0.0003292552,0.000472262],"domain_scores_gemma":[0.996281,0.000461368,0.0005260242,0.001710721,0.0008380288,0.0001828704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002880746,0.001450313,0.0004630914,0.9459256,0.004534814,0.000145075,0.00379003,0.00009992492,0.00001281096,0.004983358,0.0362106,0.00209632],"study_design_scores_gemma":[0.004135624,0.001752496,0.004800977,0.8987837,0.01730286,0.000773621,0.05169814,0.0004594121,0.0004063349,0.0006661213,0.01521048,0.004010217],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03454372,0.0510718,0.7802611,0.001158106,0.009129237,0.03711972,0.0001942574,0.0006704957,0.08585157],"genre_scores_gemma":[0.4499766,0.01416861,0.003516367,0.009920224,0.001028539,0.0559001,0.0021226,0.0004876855,0.4628793],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7767447,"threshold_uncertainty_score":0.999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03854399566320871,"score_gpt":0.3248636235631143,"score_spread":0.2863196278999056,"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."}}