{"id":"W7073565258","doi":"","title":"Ventilator-associated pneumonia in severe traumatic brain injury","year":2006,"lang":"en","type":"other","venue":"QUT ePrints (Queensland University of Technology)","topic":"Gestational Trophoblastic Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polytrauma; Pneumonia; Intensive care unit; Mechanical ventilation; Incidence (geometry); Traumatic brain injury; Cohort; Ventilator-associated pneumonia; Cohort study; Risk factor; Head injury","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007057297,0.0002351533,0.0006307806,0.001106283,0.00003733397,0.000002398692,0.0002082089,0.0005244089,0.0004560395],"category_scores_gemma":[0.0001394714,0.0002671259,0.0001202469,0.0004628421,0.0003148341,0.00001760194,0.0001387789,0.0003533546,0.0001026928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727796,"about_ca_system_score_gemma":0.0001366236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000781712,"about_ca_topic_score_gemma":0.001575825,"domain_scores_codex":[0.9989387,0.00002654636,0.0001984923,0.0003578344,0.000234017,0.0002444278],"domain_scores_gemma":[0.9992381,0.00003819689,0.0002672117,0.0003344213,0.0000689292,0.00005312107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000313012,0.00131755,0.3740986,0.0009867172,0.001093595,0.001153742,0.0001818897,0.000009566546,0.0003439625,0.001279225,0.6147967,0.004425466],"study_design_scores_gemma":[0.003345303,0.0002009005,0.8627961,0.002282816,0.000345762,0.00001413437,0.0006359542,0.00002096819,0.00002603998,0.001341073,0.1285874,0.0004036249],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6442063,0.0003524,0.00005143812,0.003331892,0.000139045,0.000936131,0.0004452876,0.0006355908,0.3499019],"genre_scores_gemma":[0.6232315,0.0001543869,0.001535243,0.00004208064,0.0000246449,0.000001965245,0.0001327945,0.0001550738,0.3747223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4886975,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008424011611650137,"score_gpt":0.2299467209672642,"score_spread":0.2215227093556141,"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."}}