{"id":"W4242631170","doi":"10.1017/cjn.2018.67","title":"Subdural Empyema","year":2018,"lang":"fr","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Infectious Diseases and Tuberculosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Empyema; Content (measure theory); Medicine; Surgery; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.00610536,0.0006126247,0.0009427096,0.001517177,0.005909548,0.001295436,0.002187673,0.0004847504,0.003587098],"category_scores_gemma":[0.004482867,0.0004357259,0.0007092177,0.002572807,0.03131469,0.001600931,0.0001104468,0.002163537,0.0001061873],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007528156,"about_ca_system_score_gemma":0.01133629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006506531,"about_ca_topic_score_gemma":0.1339768,"domain_scores_codex":[0.9915037,0.001620169,0.001493981,0.0008020909,0.001282957,0.00329714],"domain_scores_gemma":[0.990338,0.0007107587,0.001110347,0.0002580959,0.001573196,0.00600956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00018889,0.0001171895,0.949532,0.00003468203,0.00007611394,0.02102791,0.0006163907,0.0003787546,0.00002605176,0.00430611,0.01022041,0.01347546],"study_design_scores_gemma":[0.001010825,0.3045233,0.407091,0.0004328238,0.0005165003,0.2016023,0.0006830366,0.002658295,0.0001841848,0.02629129,0.05417093,0.0008355707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933723,0.01616558,0.00002768825,0.0206373,0.01123232,0.0002249542,0.00003631943,0.00002375762,0.01792907],"genre_scores_gemma":[0.979672,0.001701312,0.0009557687,0.01157394,0.005655636,0.000001958279,4.187524e-7,0.00002722129,0.0004117859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5424411,"threshold_uncertainty_score":0.9998094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03098905247562457,"score_gpt":0.2877272674515229,"score_spread":0.2567382149758984,"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."}}