{"id":"W2579359213","doi":"10.1186/s40814-016-0118-3","title":"Developing and testing an electronic medication administration monitoring device for community dwelling seniors: a feasibility study","year":2017,"lang":"en","type":"article","venue":"Pilot and Feasibility Studies","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; McMaster University; Hamilton Health Sciences","funders":"Government of Canada; McMaster University","keywords":"Usability; Medicine; Polypharmacy; Family medicine; The Internet; Health care; Medical emergency; Pharmacology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002340195,0.0001765552,0.000368962,0.00003466172,0.001953688,0.0000897542,0.0001505571,0.0000416585,0.000001493812],"category_scores_gemma":[0.003949438,0.0001536763,0.00002102333,0.00006489157,0.0002676827,0.0002965406,0.0001110118,0.0002839923,0.000001596919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537566,"about_ca_system_score_gemma":0.0002118475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001634362,"about_ca_topic_score_gemma":0.0004482082,"domain_scores_codex":[0.9985806,0.0001686174,0.0003759835,0.0004120811,0.0002071054,0.0002556668],"domain_scores_gemma":[0.9979842,0.0004724196,0.0002664345,0.0006927564,0.0004526924,0.0001314871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002943991,0.0004953581,0.9859434,0.0004469286,0.0000770331,7.539436e-7,0.002298235,1.19149e-7,0.0006001116,0.00007791375,0.000005240069,0.009760523],"study_design_scores_gemma":[0.001747893,0.002514218,0.9743264,0.0002595636,0.0001185287,0.00001042319,0.01682019,0.0002999044,0.0006084289,0.003114842,0.0000268365,0.0001527178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947761,0.0009572162,0.0007832099,0.001291266,0.0000955323,0.001957187,0.000002632737,0.00006888587,0.0000679931],"genre_scores_gemma":[0.9957597,0.0001830536,0.003556008,0.00006769242,0.0001665179,0.0002067781,0.000007470729,0.00001023365,0.00004260644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01452195,"threshold_uncertainty_score":0.9993457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5867192084469921,"score_gpt":0.5073763840908292,"score_spread":0.07934282435616291,"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."}}