{"id":"W4410791033","doi":"10.1093/ijpp/riaf033","title":"Patient prioritization for pharmaceutical intervention in the hospital setting: a retrospective cross-sectional study","year":2025,"lang":"en","type":"article","venue":"International Journal of Pharmacy Practice","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Institut Universitaire en Santé Mentale de Québec; Université Laval; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital du Saint-Sacrement","funders":"","keywords":"Medicine; Cross-sectional study; Prioritization; Intervention (counseling); Retrospective cohort study; Medical emergency; Family medicine; Emergency medicine; Nursing; Surgery","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":[0.004306164,0.0003190576,0.0005168306,0.001342026,0.0005557484,0.001024044,0.0004724215,0.0006198608,0.001637957],"category_scores_gemma":[0.0102196,0.0005996528,0.0007059702,0.001670544,0.000465245,0.001102203,0.00069317,0.0008552941,0.0003452896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006096878,"about_ca_system_score_gemma":0.0007848144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003504666,"about_ca_topic_score_gemma":0.003671342,"domain_scores_codex":[0.9964156,0.00150456,0.0005911202,0.0006710315,0.0005541861,0.0002633188],"domain_scores_gemma":[0.989272,0.00324091,0.0048194,0.0006522025,0.001176312,0.0008391771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004992567,0.00007185595,0.9990646,0.00001388495,0.00003742196,0.000057089,0.0001255183,0.00002239087,0.00003933823,0.00001122314,0.00005003621,0.0004566571],"study_design_scores_gemma":[0.00001947009,0.001020036,0.9959883,0.00003205083,0.00005929268,0.0006878984,0.001228241,0.0005180862,0.0001016353,0.00002789094,0.0003036812,0.00001332568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988118,0.00019159,0.0003473258,0.00004043345,0.000006774905,0.00006966355,0.0002647543,0.000004176358,0.0002633818],"genre_scores_gemma":[0.9991374,0.0001054872,0.0003357196,0.00006231815,0.00001062598,0.00005118642,0.0002416387,0.000002451981,0.00005327705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004306164,"threshold_uncertainty_score":0.02277344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07343387062603779,"score_gpt":0.5139034819607475,"score_spread":0.4404696113347097,"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."}}