{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0106887,0.0005816333,0.0005716035,0.0006063528,0.0003874362,0.0006950907,0.0005599898,0.0006142018,0.001499617],"category_scores_gemma":[0.01624651,0.0002628331,0.0007622525,0.0002935953,0.0004818391,0.0007930725,0.0007513393,0.0004005328,0.0002785561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003261017,"about_ca_system_score_gemma":0.000771115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006594653,"about_ca_topic_score_gemma":0.0009297626,"domain_scores_codex":[0.9941758,0.003527216,0.0006537559,0.000369997,0.00108542,0.0001878141],"domain_scores_gemma":[0.9898508,0.00599622,0.0007285848,0.0006836277,0.002358244,0.0003826212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01028259,0.03844306,0.3289619,0.006211788,0.001112091,0.001317998,0.02147383,0.002191824,0.06420692,0.0007803327,0.004399497,0.5206181],"study_design_scores_gemma":[0.004239051,0.247793,0.6550745,0.001315334,0.001536764,0.004198868,0.009842825,0.01824471,0.03580351,0.0003217275,0.02125868,0.0003710021],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905756,0.0002971107,0.005754505,0.00009998756,0.00004148421,0.002234425,0.0001215397,0.00004492041,0.000830525],"genre_scores_gemma":[0.9575357,0.0005114276,0.0375825,0.0002947396,0.00007289244,0.002823448,0.0003231211,0.00001999753,0.0008359934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0106887,"threshold_uncertainty_score":0.05652791,"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."}}