{"id":"W4226470396","doi":"10.2196/34906","title":"An In-Home Medication Dispensing System to Support Medication Adherence for Patients With Chronic Conditions in the Community Setting: Prospective Observational Pilot Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine; University of Waterloo","funders":"","keywords":"Usability; Observational study; Medicine; Medication adherence; System usability scale; Physical therapy; Scale (ratio); Web usability; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003254028,0.0007100469,0.0009069826,0.001114962,0.002222614,0.0009703379,0.0005705321,0.001010328,0.001943654],"category_scores_gemma":[0.006010423,0.0009008788,0.001136047,0.0007203594,0.0007166329,0.001053154,0.0009284627,0.00165332,0.0005486165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006913017,"about_ca_system_score_gemma":0.001654077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006899799,"about_ca_topic_score_gemma":0.01405705,"domain_scores_codex":[0.9982983,0.0006891792,0.0002001493,0.0002258916,0.0002903201,0.0002960817],"domain_scores_gemma":[0.9950945,0.001188276,0.001225086,0.0004263213,0.0009649942,0.001100888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003464302,0.05395151,0.9125494,0.0004911296,0.0003749379,0.0008959498,0.008923964,0.000126324,0.001736501,0.00003688601,0.0005608911,0.01688811],"study_design_scores_gemma":[0.001331662,0.07253985,0.9130962,0.0001083322,0.0003091699,0.0006290165,0.009879479,0.0006726914,0.0004456095,0.00004070919,0.0008790417,0.00006814698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991629,0.00004741966,0.00006785587,0.00001480746,0.000004472247,0.0004471378,0.00009815168,0.000004114722,0.0001531131],"genre_scores_gemma":[0.9980478,0.0001305168,0.0006087114,0.000123532,0.00002213188,0.0006444962,0.0001957328,0.000003544042,0.0002236142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006899799,"threshold_uncertainty_score":0.01720911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1728265521367172,"score_gpt":0.4579262570254964,"score_spread":0.2850997048887792,"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."}}