{"id":"W2343275902","doi":"10.1183/23120541.00001-2016","title":"Antibiotic preferences for childhood pneumonia vary by physician type and European region","year":2016,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Infection and Immunity; European Commission; University of Southampton; Seventh Framework Programme; University of Cyprus; Universität Basel","keywords":"Medicine; Primary care; Medical prescription; Pneumonia; Family medicine; Antibiotics; Ambulatory; Intensive care medicine; Nursing; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001842102,0.0001568683,0.0002791172,0.0008809986,0.0002266953,0.0006508919,0.0004268462,0.0004680862,0.008012691],"category_scores_gemma":[0.009904454,0.0001339239,0.000526311,0.001345004,0.0002710549,0.0006259131,0.0005900852,0.0004389143,0.001165628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003194149,"about_ca_system_score_gemma":0.0003228859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005976629,"about_ca_topic_score_gemma":0.01103024,"domain_scores_codex":[0.9981737,0.0007458247,0.0002765168,0.0002560273,0.0003351333,0.0002127711],"domain_scores_gemma":[0.9909617,0.002827884,0.0045618,0.0004205973,0.0005375229,0.0006905321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002288576,0.00003311208,0.9843504,0.00007084757,0.0001189148,0.00009910455,0.0006329654,0.00008424743,0.0003532572,0.0001033427,0.002736619,0.01118834],"study_design_scores_gemma":[0.00000494438,0.00004701582,0.99727,0.00005484552,0.0000120329,0.0003711535,0.000862629,0.00006422955,0.00006255825,0.00004422907,0.00119839,0.000007951546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987733,0.002852769,0.0003215312,0.001048453,0.00003202506,0.00002524549,0.00327025,0.00001793653,0.004698759],"genre_scores_gemma":[0.9961515,0.001227361,0.0003971774,0.0003814903,0.00002404035,0.00001559954,0.001229601,0.0000142226,0.0005591242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008012691,"threshold_uncertainty_score":0.0268051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1291739282038672,"score_gpt":0.4024379329530911,"score_spread":0.2732640047492239,"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."}}