{"id":"W7048984324","doi":"","title":"Measuring Multimorbidity, Classifying Potentially Inappropriate Medications and Investigating Polypharmacy in Recipients of Medication Reviews and Pharmacy Dispensing Services Conducted by Ontario Community Pharmacists","year":2021,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Crystallography and Radiation Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polypharmacy; Beers Criteria; Pharmacy; Community pharmacy; Medication therapy management; Geriatrics; Multimorbidity; Construct validity; Medical prescription","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001684453,0.0001410526,0.0002247982,0.001387328,0.000972022,0.0008154775,0.0003227247,0.0002109698,0.003704309],"category_scores_gemma":[0.006727133,0.0001890186,0.0003055976,0.002550527,0.0002899664,0.0002794692,0.0004421093,0.0002563909,0.0004586444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004972767,"about_ca_system_score_gemma":0.01647024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4902754,"about_ca_topic_score_gemma":0.769316,"domain_scores_codex":[0.9989275,0.0001559394,0.0001109516,0.00009581136,0.0005682743,0.0001414133],"domain_scores_gemma":[0.9966974,0.0005442438,0.001109699,0.0001470281,0.001033607,0.0004680552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006181993,0.00008532136,0.9344519,0.0001475599,0.00002509225,0.00004368224,0.00266603,0.00004763935,0.0005187357,0.00008573277,0.003888927,0.05797761],"study_design_scores_gemma":[0.000004274683,0.00003015512,0.9975494,0.00002053622,0.000008583545,0.00001791272,0.0003878009,0.0000489797,0.00008576723,0.00001811199,0.001826282,0.00000227085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759661,0.001448703,0.0007530353,0.001705268,0.00003001882,0.0006479748,0.00473967,0.00004446435,0.01466474],"genre_scores_gemma":[0.9823882,0.001753632,0.003418793,0.0003422381,0.00005317122,0.0003087033,0.00209754,0.00001201477,0.009625668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4902754,"threshold_uncertainty_score":0.9748433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04970415321042572,"score_gpt":0.297722838944283,"score_spread":0.2480186857338573,"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."}}