{"id":"W4206303392","doi":"10.1007/s11845-021-02866-y","title":"Duplication of referral, a tsunami of paper: how much does it cost the Irish health services?","year":2022,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Referral; Triage; Irish; Medical emergency; Waiting list; Quarter (Canadian coin); Family medicine; Emergency medicine; Public health; Pediatrics; Nursing; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01884109,0.0004037667,0.0006046307,0.002614734,0.005705361,0.008794604,0.002161884,0.01051308,0.02392927],"category_scores_gemma":[0.146576,0.0005535123,0.001166285,0.003643024,0.006156428,0.006902975,0.003684044,0.009186564,0.004977419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01867913,"about_ca_system_score_gemma":0.04086469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06073154,"about_ca_topic_score_gemma":0.08627924,"domain_scores_codex":[0.9800441,0.00746947,0.00153553,0.0009262437,0.006275855,0.003748802],"domain_scores_gemma":[0.887124,0.03536352,0.01429102,0.006131242,0.02135025,0.03574005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004693319,0.0001811513,0.04118954,0.0002628956,0.00008547373,0.002368507,0.00476566,0.0002698867,0.0004217872,0.01580503,0.7575154,0.1766652],"study_design_scores_gemma":[0.0002430085,0.0006398401,0.1205812,0.002538066,0.0002399736,0.01128228,0.05544516,0.001369177,0.0006639023,0.04428951,0.7622576,0.0004503858],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02528411,0.004167444,0.0004543225,0.9439282,0.005941381,0.00004324442,0.0002684343,0.00007670188,0.01983609],"genre_scores_gemma":[0.425016,0.01362985,0.002434938,0.482701,0.02219222,0.0001464067,0.0005451374,0.0004433593,0.05289108],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06073154,"threshold_uncertainty_score":0.1355273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05762606348635083,"score_gpt":0.349705825575469,"score_spread":0.2920797620891182,"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."}}