{"id":"W3090562061","doi":"10.3390/geriatrics5040068","title":"Title Assessing Potentially Inappropriate Medications in Seniors: Differences between American Geriatrics Society and STOPP Criteria, and Preventing Adverse Drug Reactions","year":2020,"lang":"en","type":"article","venue":"Geriatrics","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Beers Criteria; Medical prescription; Geriatrics; Drug reaction; Drug; Family medicine; Emergency medicine; Psychiatry; Pharmacology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005286858,0.0002195398,0.0005222313,0.002009813,0.0005924804,0.001358859,0.0004653113,0.0004716862,0.003617596],"category_scores_gemma":[0.02561651,0.0001764643,0.0005759397,0.002063472,0.0002708384,0.0008969068,0.0006830599,0.0006084522,0.0006895856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009960249,"about_ca_system_score_gemma":0.001948349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01688495,"about_ca_topic_score_gemma":0.02688363,"domain_scores_codex":[0.9959175,0.0009795541,0.001137058,0.0003322464,0.001367088,0.0002666647],"domain_scores_gemma":[0.9805112,0.006058168,0.006789153,0.0003834754,0.004953247,0.001304682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001598708,0.00006644861,0.9831734,0.000128285,0.00004960159,0.00005296725,0.0002528218,0.00003222639,0.000118348,0.00004990364,0.003593811,0.01232233],"study_design_scores_gemma":[0.00001533673,0.0001194277,0.9972979,0.00009814392,0.00002722547,0.0001214325,0.0004242989,0.0001273804,0.0001023956,0.00005281647,0.001608072,0.00000550858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819189,0.002328255,0.0005177648,0.002942206,0.0006356174,0.0002064499,0.004837317,0.00003390535,0.006579606],"genre_scores_gemma":[0.9925885,0.001034784,0.001432213,0.001318632,0.0004325373,0.0001205774,0.001739485,0.00001155095,0.001321656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01688495,"threshold_uncertainty_score":0.03357333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08467329541360441,"score_gpt":0.3824393384178857,"score_spread":0.2977660430042813,"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."}}