{"id":"W4285079597","doi":"10.2196/preprints.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 (Preprint)","year":2021,"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; University of Waterloo","funders":"","keywords":"Usability; Observational study; Medicine; Medication adherence; Digital health; Physical therapy; Health care; Internal medicine; Computer science","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":[0.003739902,0.0006953196,0.0007418246,0.001136143,0.002163969,0.001018967,0.0005544139,0.001074577,0.002400483],"category_scores_gemma":[0.006968668,0.0009314677,0.001459872,0.0009025473,0.0006333403,0.001211894,0.0008567027,0.001773114,0.0007417236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008399696,"about_ca_system_score_gemma":0.002040232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01122166,"about_ca_topic_score_gemma":0.01765197,"domain_scores_codex":[0.9981299,0.0008012885,0.0002557164,0.0002349098,0.0002685706,0.0003096525],"domain_scores_gemma":[0.9940572,0.001731837,0.001367495,0.0004978038,0.001195504,0.001150141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004056165,0.05313155,0.9095774,0.0006733356,0.000409705,0.0008534894,0.009909879,0.0001398976,0.001644873,0.00004613832,0.001138416,0.01841905],"study_design_scores_gemma":[0.001543131,0.07200105,0.9135902,0.0001235491,0.0003305276,0.0004278398,0.00979535,0.0005115861,0.0004694507,0.00004131195,0.001090044,0.00007602127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986552,0.00006222815,0.00009774637,0.00002793305,0.000009184309,0.0006870541,0.0002337374,0.000006879452,0.0002200663],"genre_scores_gemma":[0.9962928,0.0001968455,0.0009278682,0.0002719094,0.00004263418,0.001407587,0.000452489,0.000006531749,0.0004014474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01122166,"threshold_uncertainty_score":0.02231264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09878126808951805,"score_gpt":0.3675832178605234,"score_spread":0.2688019497710054,"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."}}