{"id":"W4312772688","doi":"10.26443/mjm.v20i2.511","title":"Approach to Pneumonia in Immunocompetent Patients","year":2022,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Pneumonia; Intensive care medicine; Etiology; Community-acquired pneumonia; Bacterial pneumonia; Empiric therapy; Internal medicine; Pathology; Alternative medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007979764,0.0003951702,0.0003746479,0.0007284988,0.001972007,0.001473349,0.001012648,0.001516212,0.008693223],"category_scores_gemma":[0.002635717,0.0001868392,0.0004036272,0.0002808039,0.0007611187,0.0009323966,0.003836505,0.003318098,0.002190779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565008,"about_ca_system_score_gemma":0.003355941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003233519,"about_ca_topic_score_gemma":0.007187245,"domain_scores_codex":[0.9995252,0.0001370511,0.00004166855,0.00006091391,0.0000831612,0.00015204],"domain_scores_gemma":[0.9986951,0.0001021209,0.000100457,0.00002304028,0.0001546567,0.0009246439],"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":[0.0002147274,0.002023261,0.1168826,0.001988229,0.0001033441,0.08944391,0.009495157,0.001295165,0.004169037,0.007638433,0.3767383,0.3900079],"study_design_scores_gemma":[0.0002559457,0.002255502,0.1833667,0.007283967,0.0001084827,0.1585625,0.02621301,0.002060505,0.001354988,0.03119943,0.5871105,0.0002284676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.2122421,0.08045445,0.01806799,0.4188127,0.01611763,0.001802802,0.0004579751,0.0007218898,0.2513223],"genre_scores_gemma":[0.661544,0.08529264,0.03134767,0.1458312,0.02755351,0.000869483,0.0005378968,0.0001644981,0.04685909],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008693223,"threshold_uncertainty_score":0.0290817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499702140028867,"score_gpt":0.2752607405810193,"score_spread":0.2502637191807306,"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."}}