{"id":"W7111503239","doi":"","title":"THE EMPATHS: Nurses at AKUH - Newsletter Quarter 1, 2025","year":2025,"lang":"","type":"article","venue":"eCommons - AKU (Aga Khan University)","topic":"Travel-related health issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Officer; Staffing; Session (web analytics); Commission; Health care; Workload; Quarter (Canadian coin); Audit","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005450633,0.0008710837,0.001100585,0.001376039,0.003072483,0.0001634543,0.001420106,0.0008863804,0.003025826],"category_scores_gemma":[0.0001621208,0.0008070082,0.0005747291,0.00246159,0.001043693,0.0004081381,0.0007636588,0.00195151,0.003319504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00200117,"about_ca_system_score_gemma":0.001016165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000557287,"about_ca_topic_score_gemma":0.004152754,"domain_scores_codex":[0.9945155,0.000851991,0.0009817346,0.00120176,0.0005646524,0.001884405],"domain_scores_gemma":[0.9950395,0.001306832,0.0004341073,0.002163864,0.0003023244,0.0007533272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002603133,0.000803078,0.05358388,0.0004780866,0.001707269,0.001605069,0.007896572,0.00002841188,0.0002338163,0.0198777,0.89946,0.01172296],"study_design_scores_gemma":[0.004570707,0.0006164784,0.04116749,0.00122485,0.001284358,0.00002384829,0.008548365,0.0002310232,0.0004373637,0.0002435527,0.9410118,0.0006401895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3700227,0.01116749,0.0002018568,0.1828543,0.01037713,0.002878319,0.0001765621,0.0005304656,0.4217911],"genre_scores_gemma":[0.518069,0.003422527,0.0001364049,0.004353055,0.0005727348,0.00000543504,0.00006009693,0.00007966973,0.4733011],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1785013,"threshold_uncertainty_score":0.9994381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326307740194342,"score_gpt":0.2670585913988515,"score_spread":0.2537955139969081,"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."}}