{"id":"W3177651886","doi":"10.2196/30786","title":"A Novel Digital Pill System for Medication Adherence Measurement and Reporting: Usability Validation Study","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Pill; Medicine; Medical prescription; Adverse effect; Medication adherence; Patient safety; Clinical trial; Health care; Nursing; Computer science; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000721489,0.0001298742,0.0002942592,0.00004437716,0.0001431292,0.0000669225,0.00006964651,0.00005566458,0.00009311315],"category_scores_gemma":[0.001383293,0.0001087201,0.00005984287,0.0001354057,0.00005218962,0.0001398657,0.0000329837,0.00009881475,0.00001545566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001730628,"about_ca_system_score_gemma":0.0001968826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001794661,"about_ca_topic_score_gemma":0.000008510603,"domain_scores_codex":[0.997912,0.00002780495,0.0008006304,0.0004237276,0.0006855239,0.0001502997],"domain_scores_gemma":[0.9981173,0.00004848069,0.0006515993,0.0004190919,0.0005997548,0.00016376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000384132,0.001333683,0.9601159,0.0006688791,0.00009354231,0.000006986018,0.001648033,3.40809e-7,0.03216747,0.0002717946,0.000721356,0.002933615],"study_design_scores_gemma":[0.001542574,0.0004898074,0.9842312,0.0002780877,0.00007462785,0.00002600857,0.005903021,0.00004107775,0.006208203,0.00005929497,0.0010035,0.0001426103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946923,0.00003163708,0.002522046,0.0001566862,0.0001370937,0.001473803,0.000009470188,0.00009016388,0.0008868622],"genre_scores_gemma":[0.9987324,7.047662e-7,0.0001112607,0.00003144662,0.00007176622,0.0003607059,0.0000900048,0.00001085344,0.0005908083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02595926,"threshold_uncertainty_score":0.4433478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2754112294704693,"score_gpt":0.3995549768184806,"score_spread":0.1241437473480113,"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."}}