{"id":"W4378349235","doi":"10.1177/10998004231179485","title":"Frailty and Polypharmacy in Primary Care","year":2023,"lang":"en","type":"article","venue":"Biological Research For Nursing","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polypharmacy; Medicine; Marital status; Cross-sectional study; Geriatrics; Gerontology; Emergency medicine; Intensive care medicine; Psychiatry; Population; Environmental health","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":[0.001227397,0.0001503958,0.0004215956,0.001105039,0.0006645746,0.0008220369,0.0002964974,0.0005289783,0.003544427],"category_scores_gemma":[0.007766744,0.0001608625,0.0004096885,0.001323135,0.0005533572,0.0004476321,0.000827417,0.0006546823,0.0001332235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055272,"about_ca_system_score_gemma":0.0007911552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01757663,"about_ca_topic_score_gemma":0.016747,"domain_scores_codex":[0.9990249,0.0003666009,0.00008677359,0.00013281,0.0002719132,0.0001170068],"domain_scores_gemma":[0.9931006,0.002599438,0.002679647,0.0001489764,0.0004365442,0.001034742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003109287,0.00005260667,0.9942766,0.00005508439,0.00004338865,0.00008203661,0.0002157797,0.00003786671,0.00003459314,0.00004630889,0.000267905,0.004856804],"study_design_scores_gemma":[0.000002903543,0.00004737631,0.9993581,0.00002762756,0.000009481128,0.0001228121,0.000096396,0.0000884512,0.000007031853,0.0000912223,0.0001469594,0.000001581189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891587,0.005797941,0.0001684185,0.001702726,0.0000430168,0.00003202379,0.0004097992,0.000007906633,0.002679477],"genre_scores_gemma":[0.998916,0.0006101268,0.0001061944,0.0001339847,0.00004590127,0.000009708522,0.00008986577,5.648408e-7,0.00008775516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01757663,"threshold_uncertainty_score":0.03494865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7140486704194666,"score_gpt":0.6170290490647479,"score_spread":0.09701962135471875,"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."}}