{"id":"W4412788253","doi":"10.1007/s41999-025-01215-x","title":"International expert panel’s potentially inappropriate prescribing cascades (PIPC) list","year":2025,"lang":"en","type":"article","venue":"European Geriatric Medicine","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Trillium Health Centre; Public Health Ontario; Women's College Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Horizon 2020 Framework Programme; Irish Research Council; European Geriatric Medicine Society; University of Toronto; Ministero della Salute","keywords":"Medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"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":[0.1072552,0.001396975,0.001171391,0.0120271,0.003893952,0.003289883,0.002779619,0.003432785,0.01106888],"category_scores_gemma":[0.1556132,0.0008870647,0.002666984,0.005348667,0.00166014,0.004130836,0.00670241,0.003802442,0.004985746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006295039,"about_ca_system_score_gemma":0.02931133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004073092,"about_ca_topic_score_gemma":0.005755898,"domain_scores_codex":[0.9114552,0.03979969,0.02198731,0.002703965,0.02092638,0.003127455],"domain_scores_gemma":[0.7592966,0.06568104,0.01312636,0.007559995,0.1477748,0.006561175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007811722,0.0004305346,0.03686481,0.01031373,0.0002817307,0.001424324,0.02159987,0.003555066,0.006900287,0.01324526,0.3956169,0.5089863],"study_design_scores_gemma":[0.0005345678,0.001600809,0.07993192,0.02505081,0.000887136,0.003657338,0.02429466,0.01286201,0.009202491,0.02399893,0.8171334,0.0008459192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1486524,0.01362819,0.3036096,0.1606685,0.009049851,0.07405104,0.01971813,0.003383107,0.2672392],"genre_scores_gemma":[0.3687233,0.01055932,0.5013373,0.01909349,0.002655557,0.05660048,0.01899093,0.0004996773,0.02153985],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1072552,"threshold_uncertainty_score":0.5672265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1126304062950074,"score_gpt":0.3732438101628816,"score_spread":0.2606134038678742,"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."}}