{"id":"W4200334952","doi":"10.1097/nnd.0000000000000839","title":"Meeting the Environmental and Staffing Demands of the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Journal for Nurses in Professional Development","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Staffing; Pandemic; Work (physics); Creativity; Coronavirus disease 2019 (COVID-19); Nurse Administrator; MEDLINE; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001251708,0.0001118043,0.0001595346,0.00005042809,0.0006321764,0.00001590248,0.0001873859,0.0000759684,0.0001969656],"category_scores_gemma":[0.0001613933,0.0000623833,0.00006178644,0.00008775976,0.00008235229,0.00005756459,0.0001596584,0.0003503735,0.000002273812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007342,"about_ca_system_score_gemma":0.001353808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001670497,"about_ca_topic_score_gemma":0.0001306263,"domain_scores_codex":[0.9984871,0.0002564667,0.0005095134,0.0001851156,0.0002909656,0.0002709033],"domain_scores_gemma":[0.9988137,0.0006632315,0.0002543736,0.0001296676,0.00001875417,0.0001203093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003258149,0.0005349778,0.9292901,0.0001708768,0.00008387409,0.00002649068,0.02414436,0.00003170433,0.002209015,0.001459909,0.01419545,0.02752748],"study_design_scores_gemma":[0.001703075,0.00004489661,0.3963946,0.0002518159,0.00001795007,0.0005390832,0.01259773,0.0000115285,0.0005785738,0.001617018,0.5861153,0.0001283853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739017,0.001677442,0.00003886625,0.002901795,0.02090312,0.0003846812,0.00001375093,0.000005297617,0.0001732978],"genre_scores_gemma":[0.9390804,0.0001601088,0.0002215022,0.003175045,0.00009859104,0.00006952421,0.000007883978,0.00001412118,0.05717285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5719199,"threshold_uncertainty_score":0.4862253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08458722998170282,"score_gpt":0.4459610053763657,"score_spread":0.3613737753946629,"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."}}