{"id":"W1983560446","doi":"10.1177/1479972311415129","title":"Review Series: Old age: Pneumonia in old age","year":2011,"lang":"en","type":"review","venue":"Chronic Respiratory Disease","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Presentation (obstetrics); Pneumonia; Etiology; Epidemiology; Intensive care medicine; Gerontology; Pediatrics; Family medicine; Pathology; Surgery; Internal medicine","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","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006333174,0.001361161,0.004197567,0.0007989031,0.000217783,0.00006803796,0.0006991441,0.0007026097,0.001128353],"category_scores_gemma":[0.0005593697,0.001095909,0.0019619,0.001435003,0.0004804043,0.0003028332,0.0002714134,0.001867903,0.001770637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001768392,"about_ca_system_score_gemma":0.005287008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002104342,"about_ca_topic_score_gemma":0.00006533774,"domain_scores_codex":[0.9939883,0.0007393766,0.002135089,0.001505595,0.0004955269,0.001136134],"domain_scores_gemma":[0.9946226,0.0001098809,0.0007482606,0.002800652,0.0001312085,0.001587426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003795127,0.000760192,0.000178957,0.4325592,0.0003907688,0.0123668,0.00003877245,9.832871e-7,0.0000171482,0.0004279485,0.01973054,0.5334907],"study_design_scores_gemma":[0.0007631893,0.0003141402,0.0003462896,0.1648573,0.003092122,0.0001184277,0.000002601917,3.31951e-7,3.845815e-7,0.00002285217,0.8296372,0.0008451392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000287656,0.9915656,0.00000144752,0.0001322203,0.0007637345,0.004190382,0.0001847568,0.0003142301,0.002818896],"genre_scores_gemma":[0.000006623483,0.9833035,0.000005581978,0.007844214,0.001042544,0.001945437,0.0002538846,0.0002856777,0.005312517],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8099067,"threshold_uncertainty_score":0.9999139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08026598042669694,"score_gpt":0.3630253304039388,"score_spread":0.2827593499772418,"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."}}