{"id":"W2971602186","doi":"10.1177/1460408619871801","title":"The use of cognitive screens within major trauma centres in England: A survey of current practice","year":2019,"lang":"en","type":"article","venue":"Trauma","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Montreal Cognitive Assessment; Cognition; Neuropsychology; Major trauma; Population; Psychiatry; Cognitive impairment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002259061,0.0001692454,0.0004993054,0.0001739128,0.00003540486,0.00002354114,0.0001866557,0.00008606863,0.0001553043],"category_scores_gemma":[0.006185182,0.0001147068,0.00008306149,0.0005043469,0.0002619404,0.00018965,0.00005273559,0.0005167219,0.00005141195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006340726,"about_ca_system_score_gemma":0.0001820867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004852302,"about_ca_topic_score_gemma":0.005225894,"domain_scores_codex":[0.997058,0.0008442458,0.0007019829,0.0002755618,0.0007485322,0.000371675],"domain_scores_gemma":[0.9893072,0.009195326,0.00030487,0.0004641508,0.0006089532,0.0001194783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01962427,0.002980475,0.6399954,0.0008921129,0.0006191689,0.00004058891,0.02258931,0.00002168127,0.0008272431,0.001348586,0.0008793251,0.3101819],"study_design_scores_gemma":[0.007366096,0.0008935587,0.9818178,0.0009570991,0.00008962418,0.00002904778,0.002225753,0.0006004404,0.003456971,0.00002443323,0.002406789,0.0001324275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965268,0.0004627325,0.00003247196,0.0003526077,0.000145506,0.001350129,0.000189253,0.0000176818,0.0009227651],"genre_scores_gemma":[0.9990939,0.00006210322,0.0004053568,0.00005025496,0.0000269543,0.00002187641,0.00005779918,0.00002767639,0.0002540716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3418224,"threshold_uncertainty_score":0.7404687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2027335282832371,"score_gpt":0.4018282877471469,"score_spread":0.1990947594639098,"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."}}