{"id":"W4388501379","doi":"10.4212/cjhp.3437","title":"Prioritizing Quality over Quantity: Defining Optimal Pharmacist-to-Patient Ratios to Ensure Comprehensive Direct Patient Care in a Medical or Surgical Unit","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Pharmacist; Unit (ring theory); Patient care; Quality (philosophy); Medicine; Medical emergency; Operations management; Nursing; Psychology; Pharmacy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.04788476,0.0007173827,0.0005933124,0.002889253,0.001286415,0.004383858,0.001398733,0.0009096829,0.00184805],"category_scores_gemma":[0.08306047,0.0004107579,0.0004828368,0.001486839,0.001058549,0.003360368,0.002965519,0.0006483711,0.0002717146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004319021,"about_ca_system_score_gemma":0.01240541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003310754,"about_ca_topic_score_gemma":0.003821112,"domain_scores_codex":[0.9570612,0.02889624,0.003812921,0.001309166,0.006711916,0.002208575],"domain_scores_gemma":[0.9431134,0.03035122,0.01112933,0.001218688,0.00986457,0.004322823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00180103,0.001819094,0.43095,0.003788996,0.0003988464,0.0004236719,0.01863635,0.01790041,0.01154978,0.01254744,0.006087762,0.4940967],"study_design_scores_gemma":[0.0006702853,0.01374704,0.7778617,0.003125434,0.0004765706,0.00171442,0.06565783,0.06478064,0.02437785,0.02443465,0.02269289,0.0004607818],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9027683,0.001483997,0.06869477,0.004708207,0.00008407906,0.004011794,0.0001728581,0.0001308507,0.01794522],"genre_scores_gemma":[0.9508239,0.0002977569,0.04754518,0.0002580991,0.00002214323,0.0007724541,0.00005254334,0.00001073083,0.0002171307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04788476,"threshold_uncertainty_score":0.2532418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1616470112851725,"score_gpt":0.4514690075602001,"score_spread":0.2898219962750276,"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."}}