{"id":"W4407106438","doi":"10.1080/02699052.2025.2460022","title":"Experiences and attitudes towards agitated behaviours in TBI ICU patients (EXSTATIC): understanding various management practices through qualitative interviews with nurses","year":2025,"lang":"en","type":"article","venue":"Brain Injury","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital; Hôpital du Sacré-Cœur de Montréal; Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"","keywords":"Qualitative research; Psychology; Traumatic brain injury; Clinical psychology; Medicine; Nursing; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003359963,0.0002561821,0.0003787448,0.0003499771,0.0001068923,0.00006971967,0.0001051292,0.00006666627,0.00004555742],"category_scores_gemma":[0.002816279,0.0002071781,0.00004659878,0.0005618327,0.0004594318,0.0003517123,0.00009245806,0.000225772,0.000003177848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002849472,"about_ca_system_score_gemma":0.00009967264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005015939,"about_ca_topic_score_gemma":0.0004160203,"domain_scores_codex":[0.9982561,0.0003056227,0.0003722927,0.0004496854,0.0003131635,0.0003031694],"domain_scores_gemma":[0.9979858,0.0004784405,0.0002821629,0.0001806577,0.00101652,0.00005640256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003455349,0.001656588,0.1044318,0.001014833,0.001035238,0.0003309874,0.8214591,0.000001273382,0.00008755277,0.01646202,0.02852626,0.02153899],"study_design_scores_gemma":[0.002580953,0.001155908,0.06420697,0.001988288,0.0001922493,0.000004713496,0.9269317,0.000008740023,0.0003100948,0.001540701,0.000802552,0.0002770936],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729478,0.0002766462,0.001642196,0.004485862,0.0002555104,0.001271904,0.00002924955,0.00005280027,0.01903805],"genre_scores_gemma":[0.9859597,0.00007604018,0.001440753,0.01157094,0.000007287899,0.0002019282,0.00008043605,0.00002260061,0.0006403017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1054727,"threshold_uncertainty_score":0.8448476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06986540477409707,"score_gpt":0.4207532981500555,"score_spread":0.3508878933759584,"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."}}