{"id":"W3213405652","doi":"10.32920/ryerson.14647806.v1","title":"Dementia narratives of emergency department nurses","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Alzheimer's Society","keywords":"Emergency department; Dementia; Narrative; Health care; Nursing; Work (physics); Emergency nursing; Medicine; Medical emergency; Psychology; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.005479932,0.0006195449,0.0005483004,0.0009638613,0.008145016,0.005184814,0.001037739,0.001913835,0.002974696],"category_scores_gemma":[0.02092002,0.0004791935,0.0003344651,0.000829579,0.006246132,0.00558114,0.007152582,0.003747586,0.0004700466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005156892,"about_ca_system_score_gemma":0.003802783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007443115,"about_ca_topic_score_gemma":0.01395828,"domain_scores_codex":[0.9945064,0.003967161,0.0002619852,0.0002341734,0.0005279358,0.0005023504],"domain_scores_gemma":[0.9892068,0.006864298,0.001181644,0.0002612339,0.001076488,0.001409508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004968437,0.00001668024,0.001684585,0.00008980032,0.000003934414,0.001614643,0.9900474,0.00002179797,0.0001617954,0.001829567,0.002161385,0.002318794],"study_design_scores_gemma":[0.000007498498,0.00002306671,0.0009803179,0.0002625319,0.000003852324,0.001044202,0.9640213,0.00003619419,0.0001508672,0.0005522959,0.03290388,0.00001387576],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9411831,0.004529678,0.0008598282,0.0182155,0.0006342999,0.00006867983,0.0001644879,0.00001612276,0.03432821],"genre_scores_gemma":[0.9887869,0.003111884,0.0003845734,0.001883712,0.0001056093,0.00006392713,0.00006868532,0.00002118784,0.005573631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008145016,"threshold_uncertainty_score":0.03741604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02752817934869629,"score_gpt":0.3284482026737923,"score_spread":0.300920023325096,"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."}}