{"id":"W4404434553","doi":"10.4212/cjhp.3591","title":"Development of an Environmental Audit Tool for Hospital Pharmacy","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health","funders":"","keywords":"Audit; Pharmacy; Hospital pharmacy; Medicine; Family medicine; Business; Accounting","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000265341,0.0001592326,0.0001463348,0.00003230084,0.0001511594,0.00005993352,0.0004676259,0.00002409114,0.001530093],"category_scores_gemma":[0.0000218343,0.0001249142,0.0001352226,0.00009552421,0.0001723166,0.0003792492,0.00004141785,0.0002514699,0.00003647138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004373608,"about_ca_system_score_gemma":0.0002395825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002585419,"about_ca_topic_score_gemma":0.0001482874,"domain_scores_codex":[0.9989005,0.000008695222,0.0003791598,0.0001544383,0.0002449932,0.0003122136],"domain_scores_gemma":[0.9993445,0.00003958617,0.00009922641,0.0001172101,0.000007929743,0.0003915288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001178369,0.0004573349,0.00600647,0.0002425354,0.0005777377,0.000444795,0.01299253,0.003970541,0.7527308,0.0001122335,0.02153776,0.2008094],"study_design_scores_gemma":[0.00102383,0.0001542773,0.001407379,0.0000749603,0.0001049336,0.00008436096,0.0002391168,0.00311042,0.6244658,0.0002616364,0.368644,0.000429252],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974605,0.0003864653,0.0001552556,0.0008032063,0.0006018871,0.0001603688,0.00004863663,0.000009929373,0.0003737541],"genre_scores_gemma":[0.9979842,0.0000140817,0.001485909,0.00005750686,0.0002671215,0.000008407776,0.000009792483,0.00002409336,0.0001489211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3471062,"threshold_uncertainty_score":0.9993826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008416939707878445,"score_gpt":0.2311148650460363,"score_spread":0.2226979253381578,"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."}}