{"id":"W3152431739","doi":"10.1016/s0140-6736(21)00627-9","title":"How low can we go in community-acquired pneumonia therapy?","year":2021,"lang":"en","type":"article","venue":"The Lancet","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Guideline; Community-acquired pneumonia; Pneumonia; Antibiotic therapy; Intensive care medicine; Superinfection; Internal medicine; Antibiotics; Immunology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03317185,0.001674238,0.005439851,0.00282965,0.006007911,0.01411059,0.005461271,0.02736855,0.02217269],"category_scores_gemma":[0.2056526,0.001167342,0.003317792,0.003029138,0.008337044,0.02445443,0.008287274,0.04264698,0.0109531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0146703,"about_ca_system_score_gemma":0.02999108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03325541,"about_ca_topic_score_gemma":0.04218019,"domain_scores_codex":[0.9610186,0.01754974,0.004851883,0.002320593,0.010036,0.00422326],"domain_scores_gemma":[0.8755403,0.05365055,0.0107899,0.002590942,0.02384046,0.03358782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001246277,0.0007629651,0.00725995,0.00459548,0.001334856,0.0004672275,0.0007155613,0.0007396516,0.000481759,0.01898135,0.7989774,0.1644375],"study_design_scores_gemma":[0.002557246,0.002111664,0.03819202,0.04976392,0.003128582,0.001304647,0.006751741,0.001778291,0.0006819179,0.1742315,0.7186431,0.0008554042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008137226,0.04063749,0.0003252453,0.9416758,0.01183151,0.00001709116,0.0002713623,0.00007480192,0.004353029],"genre_scores_gemma":[0.03827583,0.05056864,0.002043331,0.8725095,0.03330808,0.0002220403,0.0004575504,0.0002279338,0.002387227],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03325541,"threshold_uncertainty_score":0.1754316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05196217838465084,"score_gpt":0.2976088725323988,"score_spread":0.2456466941477479,"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."}}