{"id":"W2972992496","doi":"10.1371/journal.pone.0220885","title":"Nurse-led medicines’ monitoring in care homes, implementing the Adverse Drug Reaction (ADRe) Profile improvement initiative for mental health medicines: An observational and interview study","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"Swansea University","keywords":"Medicine; Context (archaeology); Observational study; Interquartile range; Mental health; Family medicine; Pharmacist; Adverse effect; Nursing; Pharmacy; Emergency medicine; Psychiatry; Internal medicine","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":[0.003708646,0.0003480824,0.0004453428,0.0008763177,0.001466292,0.0009136212,0.0006111486,0.0006963999,0.001117454],"category_scores_gemma":[0.009309837,0.0009425473,0.0006752039,0.001008088,0.0009307572,0.001126249,0.001509105,0.001419462,0.0002900994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003729241,"about_ca_system_score_gemma":0.003519769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03901505,"about_ca_topic_score_gemma":0.06311792,"domain_scores_codex":[0.9971962,0.001443508,0.0002687319,0.0002610284,0.0003025699,0.0005279523],"domain_scores_gemma":[0.9944829,0.001514133,0.002072597,0.0002380213,0.0008062588,0.00088606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007340067,0.002852592,0.8466228,0.0004879724,0.0001250471,0.001068447,0.130225,0.0001742315,0.00107848,0.00012576,0.001052329,0.01545326],"study_design_scores_gemma":[0.0002207518,0.005258136,0.8593301,0.0003672845,0.0001067796,0.000569263,0.1291039,0.0007297536,0.0006750624,0.0001142456,0.003438484,0.00008623288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991555,0.00009247164,0.0001134069,0.0000506243,0.000002776803,0.0001901061,0.000163358,0.000002069011,0.0002295918],"genre_scores_gemma":[0.9977314,0.000265147,0.0007750711,0.0001797805,0.00000983042,0.0004485092,0.0002181054,0.000003051927,0.00036919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03901505,"threshold_uncertainty_score":0.07757592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2632932193094812,"score_gpt":0.4399582420440745,"score_spread":0.1766650227345933,"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."}}