{"id":"W4281693733","doi":"10.5770/cgj.25.545","title":"MedSafer to Support Deprescribing for Residents of Long-Term Care: a Mixed-Methods Study","year":2022,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Baycrest Hospital","funders":"","keywords":"Deprescribing; Medicine; Beers Criteria; Generalizability theory; Adverse drug event; Health care; Adverse effect; Long-term care; Polypharmacy; Intensive care medicine; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001525274,0.0001322996,0.0003342668,0.0006084768,0.0004185486,0.00004777519,0.0002489254,0.0000393915,0.0007461392],"category_scores_gemma":[0.0006568521,0.0001296228,0.000147879,0.000429371,0.00001336967,0.0001033968,0.0001027263,0.0004951166,0.000004846727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006665616,"about_ca_system_score_gemma":0.001321809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003752665,"about_ca_topic_score_gemma":0.005489818,"domain_scores_codex":[0.9980792,0.0002968246,0.0005085202,0.0002074348,0.0004503998,0.0004576256],"domain_scores_gemma":[0.9978377,0.0002621176,0.0002023896,0.0002247883,0.0002330602,0.001239978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006581296,0.0002103507,0.8928094,0.0001513407,0.0002472481,0.0009467305,0.00370147,0.0000979328,0.0002843172,0.00001778197,0.01324698,0.08762833],"study_design_scores_gemma":[0.006953777,0.00555033,0.9218429,0.00003495209,0.0013117,0.001319129,0.007638454,0.00007839574,0.0005650675,0.00006286024,0.05420611,0.0004362869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906211,0.0008798405,0.001818624,0.001414192,0.002848175,0.001560304,0.0001461813,0.00001051572,0.0007010031],"genre_scores_gemma":[0.9939701,0.00002424214,0.0038308,0.001500817,0.0002945676,0.000046708,0.00002749215,0.00003332819,0.0002719529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08719205,"threshold_uncertainty_score":0.8169701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036533729668678,"score_gpt":0.4402683955364555,"score_spread":0.3366150225695878,"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."}}