{"id":"W4362549464","doi":"10.1136/bmjopen-2022-067271","title":"Investigating the effect of early life antibiotic use on asthma and allergy risk in over 600 000 Canadian children: a protocol for a retrospective cohort study in British Columbia and Manitoba","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital Research Institute of Manitoba; BC Children's Hospital; Queen's University; University of Manitoba; Research Manitoba; University of British Columbia; BC Centre for Disease Control; Manitoba Health","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Asthma; Epidemiology; Retrospective cohort study; Family medicine; Cohort study; Allergy; Biostatistics; Protocol (science); Gerontology; Penicillin allergy; Pediatrics; Antibiotics; Alternative medicine; Immunology; Surgery; Internal medicine; Penicillin; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01878209,0.002512349,0.002575933,0.003752527,0.007894516,0.002990647,0.00462934,0.001996564,0.01386678],"category_scores_gemma":[0.01699589,0.002621467,0.002866857,0.007150981,0.001885398,0.001043011,0.001856201,0.001730947,0.002803481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0450767,"about_ca_system_score_gemma":0.1229432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8974038,"about_ca_topic_score_gemma":0.9367819,"domain_scores_codex":[0.9885661,0.004029312,0.001979732,0.001770255,0.001987966,0.001666685],"domain_scores_gemma":[0.9866345,0.0008109307,0.0009972372,0.001748397,0.008484163,0.001324871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03519917,0.005548825,0.4062913,0.02453156,0.002979408,0.004223028,0.01746039,0.0103892,0.008989705,0.01631468,0.3495936,0.1184792],"study_design_scores_gemma":[0.01010125,0.002481328,0.6998025,0.008741383,0.00118586,0.0005149859,0.006239231,0.005297323,0.002496874,0.002143319,0.2604207,0.0005753022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0373884,0.001474201,0.008041359,0.0007897682,0.0004076326,0.8786057,0.06343991,0.0002149268,0.009638241],"genre_scores_gemma":[0.03936953,0.001240303,0.01724204,0.0009688658,0.00008976726,0.9222459,0.01513166,0.00004678356,0.00366523],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1025962,"threshold_uncertainty_score":0.3270559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02603195711060202,"score_gpt":0.334279799248038,"score_spread":0.3082478421374359,"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."}}