{"id":"W2408347538","doi":"10.1097/01.numa.0000452004.72214.ac","title":"Letters","year":2014,"lang":"en","type":"letter","venue":"Nursing Management","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Nursing; Unit (ring theory); Job satisfaction; Psychology; Patient satisfaction; Medicine; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006308933,0.0004620793,0.0004959609,0.0005028846,0.0005626025,0.00004710558,0.0006651095,0.0004729481,0.001040692],"category_scores_gemma":[0.00001141199,0.0004439483,0.0001839901,0.000186727,0.00009720303,0.00006885458,0.0002233961,0.002008263,0.007244258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005998813,"about_ca_system_score_gemma":0.00002495422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002048676,"about_ca_topic_score_gemma":0.000001527529,"domain_scores_codex":[0.9959603,0.0007988213,0.0006199518,0.0007287848,0.0007062379,0.001185913],"domain_scores_gemma":[0.9981572,0.000160021,0.0003477151,0.001219396,0.00003740053,0.00007827844],"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":[0.00002762238,0.00003058622,0.000007769576,0.001348881,0.0001805949,0.0003922838,0.001037292,0.000003745353,0.000002485802,0.002886489,0.9774868,0.01659545],"study_design_scores_gemma":[0.0005710193,0.00002987204,0.00008984217,0.002544885,0.0003176034,0.000001318093,0.000624447,0.00001594086,3.904564e-7,0.001043813,0.994327,0.0004338326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0000303988,0.00003394623,0.005770394,0.5350372,0.002888236,0.001099852,0.000003863471,0.000236148,0.4549],"genre_scores_gemma":[0.0001394818,0.00002912706,0.0007636898,0.7931129,0.004431604,0.0003800001,0.0002263687,0.0001183413,0.2007985],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2580758,"threshold_uncertainty_score":0.9998725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07169164380070447,"score_gpt":0.4112030506211592,"score_spread":0.3395114068204548,"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."}}