{"id":"W4408650135","doi":"10.1080/17476348.2025.2481956","title":"The risk of stroke-related pneumonia: a systematic review of peripheral immunodepression markers","year":2025,"lang":"en","type":"review","venue":"Expert Review of Respiratory Medicine","topic":"Neuroinflammation and Neurodegeneration Mechanisms","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stem Cell Network; Ottawa Hospital","funders":"","keywords":"Medicine; Stroke (engine); Pneumonia; Peripheral; Intensive care medicine; Immunology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00382073,0.001357787,0.007158324,0.007174789,0.0003706134,0.002016484,0.001427266,0.001437136,0.004144071],"category_scores_gemma":[0.01338454,0.0006835037,0.006082735,0.007311176,0.0005406402,0.001278337,0.001069655,0.0008427174,0.0003320995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001727482,"about_ca_system_score_gemma":0.006599127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005397518,"about_ca_topic_score_gemma":0.01427295,"domain_scores_codex":[0.9973821,0.0007881897,0.001001006,0.0002816051,0.0004399168,0.0001071342],"domain_scores_gemma":[0.9902151,0.007080419,0.001657312,0.0001161449,0.0008149291,0.0001160665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001501127,0.0000115688,0.000583364,0.9448296,0.008097516,0.00007352811,0.00007441392,0.00009399708,0.0001377597,0.000163611,0.001549423,0.04423508],"study_design_scores_gemma":[0.0002419019,0.0002672065,0.007425089,0.8321807,0.1215493,0.0006200579,0.0002071948,0.0001479515,0.0002471063,0.0005559056,0.03650216,0.00005543898],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003512012,0.9991158,0.00005557014,0.0001191027,0.00004543698,0.00005244813,0.0001591757,0.00000373126,0.00009763845],"genre_scores_gemma":[0.005288872,0.9938934,0.0002313837,0.0002305893,0.00005816073,0.0001183842,0.0001188429,0.000002131684,0.0000581983],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007174789,"threshold_uncertainty_score":0.02020621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951398337643647,"score_gpt":0.3496398414831184,"score_spread":0.320125858106682,"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."}}