{"id":"W2918409441","doi":"10.25300/misq/2019/13947","title":"Assessing the Design Choices for Online Recommendation Agents for Older Adults: Older Does Not Always Mean Simpler Information Technology1","year":2019,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McMaster University","funders":"","keywords":"Cognitive aging; Gerontology; Cognition; Grounded theory; Psychology; Older people; Computer science; Medicine; Sociology; Qualitative research; 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":[0.005701326,0.0003678949,0.0004082499,0.0005450724,0.0006442082,0.00165078,0.0002841016,0.0007726958,0.003143826],"category_scores_gemma":[0.01881159,0.0003582974,0.0005496526,0.0002868995,0.0003567854,0.001276876,0.000543027,0.0005704907,0.0005237859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000490519,"about_ca_system_score_gemma":0.0006236679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001618759,"about_ca_topic_score_gemma":0.004425108,"domain_scores_codex":[0.9984477,0.0006162698,0.0002474785,0.0001463086,0.0004361222,0.0001061987],"domain_scores_gemma":[0.9856695,0.008344265,0.003012003,0.0006595705,0.00150065,0.0008140766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002086657,0.009221051,0.8127193,0.0008684957,0.0002015355,0.0002837569,0.05891918,0.0004143757,0.01455736,0.0005477025,0.00122044,0.09896018],"study_design_scores_gemma":[0.0003887397,0.01285709,0.9397074,0.0002123767,0.0002779318,0.0002356996,0.03273639,0.002367951,0.004914533,0.0006745494,0.00549641,0.0001309216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989263,0.0000366725,0.0002668693,0.00003325535,0.000003053037,0.00009223344,0.00002161739,0.000004852911,0.0006149577],"genre_scores_gemma":[0.9944727,0.000115845,0.004401846,0.00009791834,0.000008959185,0.000179657,0.00005797637,0.000002722097,0.0006621861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005701326,"threshold_uncertainty_score":0.0301519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0292883775425557,"score_gpt":0.3343501473307092,"score_spread":0.3050617697881535,"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."}}