{"id":"W2009123230","doi":"10.1097/inf.0b013e31829ff5fc","title":"Scientific Rationale for Study Design of Community-based Simplified Antibiotic Therapy Trials in Newborns and Young Infants With Clinically Diagnosed Severe Infections or Fast Breathing in South Asia and sub-Saharan Africa","year":2013,"lang":"en","type":"article","venue":"The Pediatric Infectious Disease Journal","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"Fogarty International Center","keywords":"Medicine; South asia; Pediatrics; Clinical trial; Breathing; Intensive care medicine; Internal medicine; History; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003794048,0.0002131776,0.0005716915,0.0006216019,0.0006905057,0.0002432193,0.00009444258,0.00006504821,0.00002444782],"category_scores_gemma":[0.001619651,0.0001243726,0.0001039694,0.0006818261,0.000161904,0.0002741206,0.00003795892,0.0005800592,0.000001725779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000597276,"about_ca_system_score_gemma":0.0005562112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003134657,"about_ca_topic_score_gemma":0.0002210571,"domain_scores_codex":[0.9971498,0.001244224,0.0008806171,0.0001872525,0.0002652885,0.000272777],"domain_scores_gemma":[0.9956905,0.003035496,0.0004743888,0.0002379097,0.0003219112,0.0002397451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0027303,0.002547561,0.9872552,0.000137186,0.0001111759,0.00003429496,0.003679446,0.001650669,0.0002408987,0.000003979673,0.0001343339,0.001474992],"study_design_scores_gemma":[0.01495356,0.003169525,0.9781153,0.00012337,0.0004909079,0.0002775368,0.001186485,0.0008282976,0.00002025615,0.0006244059,0.00001324884,0.000197115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933934,0.0002561328,0.002400473,0.0001597814,0.0001735361,0.00352331,0.00004637773,0.00002860385,0.00001840817],"genre_scores_gemma":[0.9989682,0.0004180298,0.0001383907,0.00008350698,0.0001657296,0.000160577,0.000008073385,0.00002449159,0.00003299532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01222326,"threshold_uncertainty_score":0.5310882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06566285238617871,"score_gpt":0.3207734693514718,"score_spread":0.2551106169652931,"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."}}