{"id":"W3175139994","doi":"10.26443/mjm.v19i1.511","title":"Approach to Pneumonia in Immunocompetent Patients","year":2021,"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; Empiric treatment; Internal medicine; Antibiotics; 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":[0.0008052901,0.0003950565,0.0003747486,0.0007327195,0.0019895,0.001474972,0.001017282,0.001521869,0.0087415],"category_scores_gemma":[0.00267277,0.0001873655,0.0004028472,0.0002820083,0.0007741234,0.0009354062,0.003853634,0.00333962,0.002193787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590923,"about_ca_system_score_gemma":0.003389047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003292728,"about_ca_topic_score_gemma":0.007352912,"domain_scores_codex":[0.9995202,0.0001395115,0.00004201357,0.00006139896,0.00008387658,0.000152929],"domain_scores_gemma":[0.9986696,0.0001046559,0.0001022386,0.00002343825,0.0001569537,0.0009431787],"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":[0.0002115672,0.002003405,0.1157476,0.001987075,0.0001028018,0.08836617,0.009571587,0.001280653,0.004110556,0.007624368,0.3809582,0.388036],"study_design_scores_gemma":[0.0002530416,0.002227545,0.1823016,0.007261403,0.0001074429,0.156105,0.02621656,0.002009673,0.001335374,0.03111612,0.5908391,0.0002271207],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2084747,0.08006129,0.01766858,0.4250007,0.01620034,0.0017787,0.0004538791,0.0007144614,0.2496474],"genre_scores_gemma":[0.6581891,0.08596628,0.03105808,0.148035,0.0280064,0.0008677822,0.0005355579,0.0001647833,0.04717704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0087415,"threshold_uncertainty_score":0.02924323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698842323981719,"score_gpt":0.2862387147856966,"score_spread":0.2592502915458794,"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."}}