{"id":"W3199782115","doi":"10.1017/ice.2021.380","title":"Variability in antimicrobial use among infants born at <33 weeks gestational age","year":2021,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital; Saint John Regional Hospital; Université Laval; University of Calgary; Queen's University; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Gestational age; Antimicrobial; Cohort; Pediatrics; Cohort study; Birth weight; Obstetrics; Pregnancy; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002850849,0.0001803508,0.0007116746,0.0001624067,0.0001346562,0.00001510894,0.00003824923,0.0003281042,0.0001736595],"category_scores_gemma":[0.02033046,0.000168098,0.0001068416,0.000220722,0.0003701561,0.0002129658,0.00009469976,0.0005753355,0.00003745407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002737814,"about_ca_system_score_gemma":0.000302024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001898683,"about_ca_topic_score_gemma":0.001928751,"domain_scores_codex":[0.9966091,0.001419998,0.0007175342,0.0005697929,0.0001451521,0.0005384099],"domain_scores_gemma":[0.9943389,0.004656045,0.0001549897,0.0002663817,0.0002628033,0.0003208385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00045806,0.0002034901,0.9849473,0.0001474917,0.00004357499,0.0002738049,0.00004086638,0.0000436759,0.001632602,0.000913555,0.0005432587,0.01075237],"study_design_scores_gemma":[0.003396031,0.0003689998,0.9724252,0.00004993161,0.00002195142,0.00008397755,0.000002477066,0.001220636,0.00006965777,0.0008195962,0.02140391,0.000137641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925956,0.0003617042,0.00111991,0.004428147,0.0003996875,0.0005828007,0.00007886982,0.00004607979,0.0003872729],"genre_scores_gemma":[0.9945953,0.0004936219,0.0002785363,0.004014277,0.0001914918,0.00006921896,0.00009441307,0.00001662997,0.000246448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02086066,"threshold_uncertainty_score":0.9879217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03732838096085473,"score_gpt":0.3547509017861387,"score_spread":0.317422520825284,"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."}}