{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2509281,0.001370139,0.001093862,0.003452957,0.0246743,0.04449729,0.007686877,0.01456171,0.001340543],"category_scores_gemma":[0.1578301,0.001833561,0.001965136,0.003284519,0.131461,0.03920142,0.02486211,0.03561009,0.0008529335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02414364,"about_ca_system_score_gemma":0.04103347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004365803,"about_ca_topic_score_gemma":0.00392429,"domain_scores_codex":[0.6015005,0.3609117,0.008368043,0.008614901,0.01408132,0.006523468],"domain_scores_gemma":[0.7531136,0.1853252,0.01264451,0.02012699,0.01640462,0.01238518],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004420126,0.00009427363,0.0007543282,0.0004871758,0.00003125623,0.00133661,0.7821838,0.00093227,0.0007767994,0.1814284,0.01056066,0.02137011],"study_design_scores_gemma":[0.0000483313,0.0001679357,0.0005474939,0.002335378,0.00003410451,0.002323518,0.52012,0.00142606,0.0009681233,0.1439951,0.3278576,0.0001764784],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05593209,0.01503956,0.1064806,0.7512113,0.007953573,0.0008469408,0.00005092998,0.0003369013,0.06214819],"genre_scores_gemma":[0.8292698,0.01432817,0.09221673,0.04897157,0.002920426,0.001367737,0.00007273026,0.000447452,0.01040546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7490719,"threshold_uncertainty_score":0.923739,"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."}}