{"id":"W7104371667","doi":"10.6084/m9.figshare.30561950","title":"Additional file 1 of Causes and effects of hospital nursing shortages to consider potential feedback effects: an umbrella review","year":2025,"lang":"","type":"article","venue":"Open MIND","topic":"Nursing education and management","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Economic shortage; Nursing shortage; MEDLINE; Patient safety; Nursing care","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005628514,0.0007384756,0.0011181,0.005223755,0.0006042672,0.001127565,0.00180202,0.001266519,0.7852209],"category_scores_gemma":[0.07684036,0.000451534,0.001390308,0.008285582,0.0002255249,0.00283011,0.001276708,0.0009443891,0.0604093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002449298,"about_ca_system_score_gemma":0.005684014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01279045,"about_ca_topic_score_gemma":0.0167447,"domain_scores_codex":[0.9968875,0.0008419564,0.0009851665,0.0003075318,0.0007561931,0.0002217004],"domain_scores_gemma":[0.9204996,0.05881821,0.007382495,0.001493613,0.01078867,0.001017538],"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":[0.0001833905,0.00004426706,0.001258186,0.01712382,0.0000547673,0.00002587189,0.0000523989,0.0001219182,0.00001944906,0.0008981832,0.9651156,0.01510222],"study_design_scores_gemma":[0.002928369,0.0002854196,0.04406253,0.04960574,0.0004656538,0.0003104474,0.0007262822,0.0008383604,0.0002221272,0.005925042,0.8945271,0.0001029399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001869129,0.0004265592,0.0002234428,0.001081231,0.0001751467,0.0005093443,0.9941158,0.00007783669,0.003203744],"genre_scores_gemma":[0.01408622,0.005596078,0.005823708,0.00578661,0.001254797,0.01515857,0.9124643,0.0003374999,0.03949232],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7852209,"threshold_uncertainty_score":0.3063563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01755896549383543,"score_gpt":0.3473281936575077,"score_spread":0.3297692281636723,"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."}}