{"id":"W6912245806","doi":"10.5281/zenodo.15698719","title":"Health Information Systems in Kosovo: A Critical Review of Challenges, Opportunities, and Pathways for Public Health Improvement","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Public health; Health policy; HRHIS; Resilience (materials science); Information system; Health information; Health informatics; Resource (disambiguation); Community health; Psychological resilience","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":[0.01746946,0.0009045032,0.001290621,0.00993684,0.001868372,0.005971122,0.001528204,0.003068592,0.001640833],"category_scores_gemma":[0.01811821,0.0006207092,0.0009343547,0.01119167,0.005203616,0.008034659,0.003130553,0.004045944,0.0002641736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01384635,"about_ca_system_score_gemma":0.03223942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02690451,"about_ca_topic_score_gemma":0.0273328,"domain_scores_codex":[0.9920586,0.003896972,0.001413496,0.0004241826,0.001582452,0.000624372],"domain_scores_gemma":[0.9756586,0.01845567,0.001785881,0.0003182938,0.003244996,0.0005365697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006948596,0.00007758426,0.002132036,0.07469647,0.0003134384,0.0003493016,0.005299408,0.002712732,0.0005906509,0.1688259,0.03944846,0.7054845],"study_design_scores_gemma":[0.000009462703,0.0001151967,0.005249395,0.1032347,0.0002247184,0.0003454024,0.006354196,0.0005535582,0.0003804651,0.01690093,0.8665668,0.00006509848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004060441,0.9876001,0.0002322581,0.01038533,0.0003811366,0.000009640079,0.00003077544,0.000004697563,0.0009500256],"genre_scores_gemma":[0.009994732,0.9866866,0.0006403277,0.002031181,0.0004357861,0.00002203754,0.00005497647,0.000005359946,0.0001290538],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02690451,"threshold_uncertainty_score":0.1004628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2604575592043292,"score_gpt":0.4005695062651988,"score_spread":0.1401119470608696,"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."}}