{"id":"W4405693970","doi":"10.3389/falgy.2024.1491985","title":"Impact analysis of infant antibiotic exposure on the burden of asthma: a simulation modeling study","year":2024,"lang":"en","type":"article","venue":"Frontiers in Allergy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; BC Children's Hospital; Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Asthma; Medicine; Medical prescription; Pediatrics; Population; Cumulative incidence; Incidence (geometry); Environmental health; Internal medicine; Cohort","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002817869,0.0001228901,0.0004038932,0.0004599273,0.00003927518,0.000007419445,0.0001716899,0.0001224754,0.00007590427],"category_scores_gemma":[0.00004268667,0.00007538608,0.0001966841,0.0007314085,0.00007917186,0.00003702304,0.00003333662,0.0001719379,0.000004985307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003310397,"about_ca_system_score_gemma":0.00004132328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005786318,"about_ca_topic_score_gemma":0.00007414309,"domain_scores_codex":[0.9990295,0.0001659177,0.0003595056,0.0002223053,0.00005907615,0.0001636586],"domain_scores_gemma":[0.9994679,0.0001141571,0.00008168829,0.0002882354,0.00003992863,0.000008066188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002828045,0.0002672343,0.01896823,0.00002968357,0.006938657,0.000009350546,0.005450951,0.9620103,0.004047038,0.0001962454,0.0005654815,0.001234067],"study_design_scores_gemma":[0.000874554,0.0008618865,0.04209275,0.0003200371,0.0005741188,9.520255e-7,0.009946875,0.9435987,0.001000908,0.000124636,0.0003791898,0.0002253474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858222,0.005496629,0.007797151,0.00005673827,0.0004063642,0.0001853835,0.00001857572,0.00001620943,0.0002007639],"genre_scores_gemma":[0.9995296,0.0001157375,0.00005840189,0.000006363864,0.00001560773,8.794406e-7,0.00001936041,0.000009896199,0.0002441233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02312452,"threshold_uncertainty_score":0.3074155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253066132471225,"score_gpt":0.2674096926460762,"score_spread":0.254879031321364,"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."}}