{"id":"W4415623342","doi":"10.12968/bjnn.2024.0044","title":"Evaluation of the transition experience of nurses and healthcare assistants to a neurology research role in a clinical research facility","year":2025,"lang":"en","type":"article","venue":"British Journal of Neuroscience Nursing","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"CLARITY; Clinical research; Health care; Healthcare delivery; Health professionals; Work (physics); Patient care","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05380744,0.00005472455,0.0002612676,0.0006461475,0.0009801287,0.00003035013,0.0005542701,0.000114223,0.000008346602],"category_scores_gemma":[0.02385212,0.00004863574,0.00004352045,0.003177094,0.001652922,0.0003035468,0.0000792781,0.001810854,5.456929e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002899361,"about_ca_system_score_gemma":0.006001543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001814982,"about_ca_topic_score_gemma":0.001175604,"domain_scores_codex":[0.9804747,0.01453742,0.001252985,0.0003365342,0.002709712,0.0006886448],"domain_scores_gemma":[0.9938881,0.001652927,0.0002633623,0.0002219054,0.003708184,0.0002655538],"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":[0.0007688222,0.001002324,0.2514509,0.0003570638,0.000002064372,0.00001427274,0.05420132,0.0001582091,0.03062495,0.0001854685,0.002438213,0.6587964],"study_design_scores_gemma":[0.0004371063,0.0005464344,0.9753533,0.002090168,0.000002928828,0.00003021909,0.01702602,0.001674314,0.0001817907,0.002421655,0.0002073217,0.00002874133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826859,0.000599448,0.00005425329,0.01383461,0.001630733,0.0009287034,0.00001156867,0.000001920578,0.0002528701],"genre_scores_gemma":[0.9992169,0.0002372736,0.00004781368,0.0003913861,0.00005331655,0.0000271698,1.598627e-7,0.000002553279,0.00002342237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7239024,"threshold_uncertainty_score":0.9996335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5560904560448539,"score_gpt":0.6755820072748443,"score_spread":0.1194915512299904,"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."}}