{"id":"W3112198800","doi":"10.1186/s40814-020-00736-5","title":"Agitation, confusion, and aggression in critically ill traumatic brain injury-a pilot cohort study (ACACIA-PILOT)","year":2020,"lang":"en","type":"article","venue":"Pilot and Feasibility Studies","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; University of Toronto; Mount Sinai Hospital; Hôpital du Sacré-Cœur de Montréal; Université de Montréal","funders":"Fonds de Recherche du Québec - Santé; Groupe canadien de recherche en soins intensifs; Fundación Alfonso Martín Escudero","keywords":"Medicine; Traumatic brain injury; Sedation; Intensive care unit; Emergency medicine; Cohort; Cohort study; Prospective cohort study; Intensive care; Physical therapy; Intensive care medicine; Surgery; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00231596,0.0007015023,0.0004204,0.0007812157,0.000967917,0.0006447223,0.0006307497,0.0005343716,0.001585689],"category_scores_gemma":[0.003349478,0.0005265647,0.0007458989,0.000463321,0.0004741984,0.0009004913,0.0009203232,0.0008832647,0.0005462621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004176112,"about_ca_system_score_gemma":0.001048277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004014779,"about_ca_topic_score_gemma":0.006234227,"domain_scores_codex":[0.9990006,0.000448808,0.00009547559,0.0001369022,0.0001630512,0.000155144],"domain_scores_gemma":[0.9981915,0.0002401351,0.0004578645,0.0002742291,0.0003478611,0.0004884351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001823203,0.003394349,0.9892385,0.00003473951,0.00008335672,0.0006261416,0.0007677461,0.00002975738,0.0008178615,0.00002643823,0.0002955851,0.002862324],"study_design_scores_gemma":[0.0007580688,0.01006574,0.9862636,0.00001653158,0.00006953698,0.0008463271,0.001250959,0.0002127273,0.0001702846,0.00002941583,0.0003022975,0.00001463053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993606,0.00002194165,0.00005553596,0.00002201432,0.00000532624,0.0003030217,0.0001165542,0.000001987215,0.0001129574],"genre_scores_gemma":[0.9981722,0.00007705269,0.0003314347,0.00008080853,0.00003376117,0.0006026801,0.0004667084,0.000003014638,0.0002322688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004014779,"threshold_uncertainty_score":0.0122481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3035340491174098,"score_gpt":0.4872775747340359,"score_spread":0.183743525616626,"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."}}