{"id":"W4239962382","doi":"10.2196/preprints.18073","title":"A Prospective Study of Usability and Workload of Electronic Medication Adherence Products by Older Adults, Caregivers, and Health Care Providers (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine; Institute of Aging; Research Institute for Aging; McMaster University; University of Waterloo","funders":"","keywords":"Usability; Workload; System usability scale; Medicine; Sample (material); Product (mathematics); Psychology; Computer science; Web usability","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":[0.00315796,0.0003737727,0.0003706096,0.0009386458,0.001256446,0.001121809,0.0002966079,0.0007945259,0.00160337],"category_scores_gemma":[0.006683993,0.0008095773,0.0007703548,0.000745285,0.0002969673,0.001164766,0.0006895199,0.0009207149,0.0005764667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004325191,"about_ca_system_score_gemma":0.0006263828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006691878,"about_ca_topic_score_gemma":0.008535589,"domain_scores_codex":[0.9987515,0.000427777,0.0002279035,0.0001541398,0.0002783179,0.0001602649],"domain_scores_gemma":[0.9957023,0.0009776927,0.001536123,0.0002603576,0.0008927856,0.0006306212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002040281,0.001075886,0.9916064,0.00005706558,0.00007195804,0.0000957263,0.003232034,0.0000156077,0.000181663,0.00001238298,0.0002686596,0.003178494],"study_design_scores_gemma":[0.00004200103,0.002093336,0.9921475,0.00003902573,0.00004200547,0.000184347,0.004869325,0.00009893939,0.00007952802,0.0000132307,0.0003782815,0.00001254914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994349,0.0001115829,0.00005610674,0.00002959162,0.00000522349,0.00005146906,0.0001119875,0.000001843679,0.0001972431],"genre_scores_gemma":[0.9987776,0.0001780533,0.0002543583,0.0001382976,0.00001265213,0.0001572552,0.0001981289,0.000002146928,0.0002816425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006691878,"threshold_uncertainty_score":0.0167011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349210601492679,"score_gpt":0.314908559998892,"score_spread":0.2914164539839652,"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."}}