{"id":"W4235381114","doi":"10.1007/978-3-319-69892-2_363-1","title":"Polypharmacy and Frailty","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Health Authority; University of Saskatchewan","funders":"","keywords":"Polypharmacy; Gerontology; Psychology; Medicine; Pharmacology","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":[0.0002496378,0.0004769406,0.0003357983,0.0007827731,0.0005573316,0.001513298,0.000330693,0.001166958,0.03191727],"category_scores_gemma":[0.0007717233,0.000162603,0.0002239758,0.001014633,0.000731586,0.001454887,0.0008087037,0.001934637,0.006152727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009692697,"about_ca_system_score_gemma":0.0008894577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00381068,"about_ca_topic_score_gemma":0.01304426,"domain_scores_codex":[0.9999075,0.00002730504,0.000004269854,0.000009228261,0.0000426183,0.000009055538],"domain_scores_gemma":[0.9997931,0.0001459682,0.00001087802,0.000007010001,0.00002609389,0.00001698634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001146233,0.00006376271,0.00036384,0.0002063826,0.000007110473,0.0001219404,0.0006199565,0.0002864586,0.0001051814,0.1446839,0.645887,0.207643],"study_design_scores_gemma":[0.000004731355,0.00002006122,0.001695688,0.0005918251,0.000006236091,0.000392441,0.0003371784,0.0001906842,0.00005231983,0.09371727,0.9029821,0.000009451962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001717494,0.1618056,0.002015356,0.02721897,0.007676269,0.00003082395,0.0002511945,0.00006365085,0.7992207],"genre_scores_gemma":[0.01130431,0.09221416,0.001551867,0.009301095,0.004346875,0.00005241669,0.0001770881,0.00004655502,0.8810058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03191727,"threshold_uncertainty_score":0.1067739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2083790303783567,"score_gpt":0.4174132864695666,"score_spread":0.2090342560912099,"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."}}