{"id":"W2315333952","doi":"10.1097/01.ede.0000417128.10206.d8","title":"P-123","year":2012,"lang":"war","type":"article","venue":"Epidemiology","topic":"Pneumocystis jirovecii pneumonia detection and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval; Institut National de Santé Publique du Québec; Montreal General Hospital; Centre hospitalier de l'Université Laval; Public Health Agency of Canada","funders":"","keywords":"Philosophy; Humanities; Library science; Art; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00219375,0.0004166937,0.001219217,0.0001751908,0.0001662915,0.000003964145,0.0001297728,0.0005145778,0.002121369],"category_scores_gemma":[0.004092026,0.0003404732,0.0003549187,0.0002211189,0.0002515455,0.0001215779,0.0001017947,0.0005876561,0.02266626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003431124,"about_ca_system_score_gemma":0.00008373942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001474065,"about_ca_topic_score_gemma":0.000007472359,"domain_scores_codex":[0.9957684,0.001125671,0.0009051564,0.000486885,0.0001406448,0.001573187],"domain_scores_gemma":[0.9956331,0.002328596,0.0003229433,0.000682492,0.00005546356,0.0009773794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002504143,0.001244266,0.9059589,0.0001332667,0.0007642517,0.00009882447,0.0005337221,0.00001001206,0.002294947,0.01285317,0.03982659,0.03603162],"study_design_scores_gemma":[0.001397733,0.0005476766,0.5700231,0.00007235578,0.0003753314,0.0007804183,0.00008908707,0.000170448,0.0004363922,0.0005972899,0.4252408,0.0002693777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6929238,0.1146387,0.002990546,0.06026281,0.02656791,0.001832047,0.0001170249,0.0006868758,0.09998035],"genre_scores_gemma":[0.9739132,0.001588272,0.0008322611,0.008402199,0.003306254,0.00005948606,0.00003909921,0.00005358811,0.01180567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3854142,"threshold_uncertainty_score":0.9999048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1218420845427309,"score_gpt":0.3901435051344103,"score_spread":0.2683014205916794,"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."}}