{"id":"W7162031780","doi":"10.82308/18953","title":"Antibiotic use in hospitalized children: current practices and the impact of virus diagnostic testing on antibiotic-related decisions","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiotics; Context (archaeology); Antibiotic resistance; Public health; Intensive care; Health care; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002055367,0.0001379516,0.0002769743,0.0007930691,0.0003281719,0.001017023,0.0004049736,0.0004405267,0.0008017516],"category_scores_gemma":[0.01871832,0.000204726,0.0004356835,0.0011688,0.0005248547,0.0009319161,0.0005631821,0.000933928,0.0001032692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001262711,"about_ca_system_score_gemma":0.001390711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01972644,"about_ca_topic_score_gemma":0.02364985,"domain_scores_codex":[0.9974357,0.0009062145,0.000517389,0.0002663184,0.0005744632,0.0003000289],"domain_scores_gemma":[0.9832085,0.005532214,0.008681112,0.0002568687,0.0009524417,0.001368937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002995375,0.00001560897,0.9939297,0.0000311123,0.00001472309,0.00006973222,0.0002387039,0.0000442556,0.00001895396,0.00003958151,0.0001849459,0.005382608],"study_design_scores_gemma":[0.000003324101,0.00006237111,0.9967875,0.0002024866,0.00001791605,0.0004244691,0.001448753,0.0003054279,0.00004619618,0.00005766262,0.0006373898,0.000006407177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875208,0.007478881,0.0001828447,0.002679576,0.00004119155,0.00001075989,0.0003344118,0.000006629195,0.001744838],"genre_scores_gemma":[0.9967005,0.002669547,0.0001994375,0.0002112954,0.00004150342,0.000005017948,0.0001245853,0.000002835276,0.00004538349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01972644,"threshold_uncertainty_score":0.03922325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190173949126099,"score_gpt":0.3121694617858132,"score_spread":0.2902677222945522,"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."}}