{"id":"W4390540956","doi":"10.7748/ns.39.1.25.s13","title":"Our ward leaders need to be supernumerary","year":2024,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Staffing; Supernumerary; Nursing; Nursing staff; Medicine; Psychology; Dentistry","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":[0.01613606,0.001398834,0.001772943,0.001529278,0.02217748,0.01955063,0.004256258,0.009097426,0.09296058],"category_scores_gemma":[0.07665247,0.001681183,0.00137711,0.001015551,0.009272139,0.01448866,0.01741123,0.02708718,0.07538756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006636327,"about_ca_system_score_gemma":0.02635824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004752761,"about_ca_topic_score_gemma":0.01101255,"domain_scores_codex":[0.970149,0.008637962,0.001704365,0.002762619,0.01014133,0.006604695],"domain_scores_gemma":[0.7209816,0.01091722,0.009823843,0.01012518,0.06267074,0.1854814],"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":[0.000140839,0.0003925697,0.004146831,0.0002009801,0.00005944129,0.0005225334,0.002399451,0.0001359078,0.0009689414,0.008315025,0.9218064,0.06091115],"study_design_scores_gemma":[0.00008372426,0.0003351798,0.004209136,0.0006492402,0.00003677828,0.001440943,0.01361062,0.0002660175,0.0004092121,0.01747549,0.9613226,0.0001610926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01452636,0.00387139,0.007071025,0.8060489,0.1076324,0.0002465232,0.0001517055,0.001368804,0.05908305],"genre_scores_gemma":[0.1026239,0.003885258,0.0149126,0.5615602,0.01982169,0.0005883182,0.0003809202,0.001612426,0.2946148],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09296058,"threshold_uncertainty_score":0.3109841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2252819092764577,"score_gpt":0.520380993350297,"score_spread":0.2950990840738392,"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."}}