{"id":"W2117026720","doi":"10.4212/cjhp.v66i3.1252","title":"Validity Evidence for FASTHUG-MAIDENS, a Mnemonic for Identifying Drug-Related Problems in the Intensive Care Unit","year":2013,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Columbian Hospital; Burnaby Hospital; Abbotsford Veterinary Clinic","funders":"","keywords":"Medicine; Pharmacy; Intensive care unit; Intensive care; Mnemonic; Clinical pharmacy; Emergency medicine; MEDLINE; Referral; Delirium; Sedation; Intensive care medicine; Family medicine; Anesthesia; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08264589,0.000638738,0.0009966851,0.002423325,0.001137279,0.002563365,0.002117573,0.002263744,0.002615565],"category_scores_gemma":[0.3007711,0.0007451597,0.002759759,0.001951975,0.003534396,0.002329268,0.002607332,0.001590044,0.0004224034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001884093,"about_ca_system_score_gemma":0.003789574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00381944,"about_ca_topic_score_gemma":0.004811243,"domain_scores_codex":[0.9253204,0.04717908,0.007929537,0.004687681,0.01373353,0.001149807],"domain_scores_gemma":[0.478924,0.4011711,0.07240261,0.01229995,0.03093169,0.004270612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002587938,0.0004162125,0.9798022,0.0007105108,0.0007924802,0.00003730973,0.000669471,0.0001770945,0.0001074273,0.0003354967,0.0006061863,0.01375761],"study_design_scores_gemma":[0.00139788,0.004608407,0.9780382,0.002016779,0.001087846,0.0003235496,0.001641188,0.005638777,0.0005838862,0.0009403498,0.003654452,0.00006882132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841129,0.004193706,0.001776611,0.00204993,0.0004020322,0.001203429,0.0008400581,0.00002459475,0.005396596],"genre_scores_gemma":[0.9931237,0.0008608257,0.003748962,0.0007426233,0.000172411,0.0005171998,0.0005617166,0.00001728157,0.0002553737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08264589,"threshold_uncertainty_score":0.4370784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1476967995268686,"score_gpt":0.3901045224064852,"score_spread":0.2424077228796166,"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."}}