{"id":"W6980667758","doi":"","title":"Commentary on the Past, Present, and Future of Nursing Workload Research","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Metropolitan area; Work (physics); Nursing research; Research design; Burnout","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":[0.05449947,0.001422953,0.002486437,0.003816209,0.01056151,0.00951505,0.009477925,0.03033976,0.009155289],"category_scores_gemma":[0.2532794,0.001241227,0.002591253,0.006458014,0.01307019,0.01542881,0.005691493,0.04448791,0.004002705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02042014,"about_ca_system_score_gemma":0.03423201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03722454,"about_ca_topic_score_gemma":0.05233707,"domain_scores_codex":[0.9420787,0.0285344,0.00599322,0.005013353,0.01566436,0.002715946],"domain_scores_gemma":[0.5838504,0.3089222,0.01008249,0.003977312,0.08041234,0.01275523],"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":[0.00003431688,0.000007121124,0.000134415,0.0007932227,0.00001329359,0.0001509325,0.001558744,0.00002423054,0.0000337842,0.003500601,0.9858407,0.007908694],"study_design_scores_gemma":[0.00004400093,0.00003457024,0.000783151,0.007508307,0.00004272964,0.0004538477,0.007986528,0.00009889009,0.0001483487,0.007425052,0.9753883,0.00008631337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000120806,0.008237783,0.0001081494,0.9398774,0.0508569,0.00001083391,0.00005099596,0.000008979903,0.0007281439],"genre_scores_gemma":[0.003941322,0.01308722,0.0003312955,0.9037343,0.07692444,0.00009748277,0.00005641601,0.00005896108,0.001768541],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05449947,"threshold_uncertainty_score":0.2882242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4697441847732095,"score_gpt":0.6609279181683433,"score_spread":0.1911837333951338,"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."}}