{"id":"W4280547229","doi":"10.7748/nr.2022.e1832","title":"The changing paradigm of research delivery during a pandemic – a reflective account","year":2022,"lang":"en","type":"article","venue":"Nurse Researcher","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Pandemic; Autonomy; Public relations; Health care; Bureaucracy; Psychology; Sociology; Knowledge management; Political science; Coronavirus disease 2019 (COVID-19); Medicine","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":[0.005753451,0.00009965301,0.0002193093,0.0006547136,0.001267773,0.00002950193,0.0002866326,0.0000646772,0.0003232874],"category_scores_gemma":[0.001298054,0.0000732523,0.00009400636,0.001621821,0.0003054642,0.00006817365,0.0002972539,0.001665529,0.00002578275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633383,"about_ca_system_score_gemma":0.001727264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001397886,"about_ca_topic_score_gemma":0.000175565,"domain_scores_codex":[0.9957786,0.0007640181,0.0002424703,0.0002983652,0.001855549,0.001060995],"domain_scores_gemma":[0.9975002,0.001234162,0.00005600753,0.00055612,0.0003833691,0.0002700781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04938246,0.002857305,0.2528255,0.004889527,0.001429549,0.002863074,0.1523035,0.0001970835,0.1888753,0.01424634,0.03955859,0.2905717],"study_design_scores_gemma":[0.007379157,0.00394587,0.7522627,0.0008858303,0.00007336507,0.0005752729,0.07762074,0.001294772,0.008878464,0.006912095,0.1396864,0.0004853807],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789733,0.00235082,0.000002882942,0.01483191,0.00008003263,0.0008662464,0.00001369644,0.00004790369,0.002833245],"genre_scores_gemma":[0.9939275,0.000549454,0.00001309561,0.0002203754,0.0002130637,0.0002464196,0.000003980346,0.00003254209,0.004793508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4994371,"threshold_uncertainty_score":0.9750812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2355162888576631,"score_gpt":0.5229527051440296,"score_spread":0.2874364162863665,"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."}}