{"id":"W3132753350","doi":"10.1371/journal.pone.0247527","title":"Patterns of respiratory health services utilization from birth to 5 years of children who experienced adverse birth outcomes","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; University of Alberta","funders":"Lung Association, Alberta and NWT; Women and Children's Health Research Institute; Government of Canada; Children's Health Research Institute","keywords":"Bronchiolitis; Medicine; Bronchitis; Pediatrics; Gestational age; Asthma; Pneumonia; Population; Croup; Emergency department; Respiratory tract infections; Small for gestational age; Poisson regression; Pregnancy; Respiratory system; Internal medicine; Environmental health","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":[0.0005415683,0.0002302598,0.0002298168,0.001107121,0.0003662045,0.0006282404,0.0007213817,0.0003655412,0.0009470567],"category_scores_gemma":[0.001808237,0.0002427449,0.0005622745,0.001387882,0.0003416855,0.0002927051,0.000526379,0.0004619657,0.0001220584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002041908,"about_ca_system_score_gemma":0.001432348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.31695,"about_ca_topic_score_gemma":0.3421336,"domain_scores_codex":[0.9993502,0.0000585128,0.00005566137,0.0001400232,0.0001924918,0.0002030114],"domain_scores_gemma":[0.9984073,0.00009777003,0.000984981,0.00005207941,0.0002058463,0.0002519677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009275513,0.000003854361,0.999374,0.000004126293,0.00001771659,0.00002169955,0.00003863272,0.00003699923,0.00003729009,0.000007266394,0.00004498387,0.0004041406],"study_design_scores_gemma":[3.864525e-7,0.000007678299,0.9998013,0.000004206884,0.000003599354,0.00004420335,0.00005162423,0.00003891657,0.0000108572,0.000002925325,0.00003310833,0.000001162091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974301,0.0004120346,0.00005514875,0.0000642254,0.000003362825,0.000006215611,0.00175175,0.000007046657,0.0002701895],"genre_scores_gemma":[0.9983917,0.0001889164,0.00008999404,0.00001716446,0.000003050466,0.000004242915,0.001192336,0.000001223885,0.0001114422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.31695,"threshold_uncertainty_score":0.6302103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09496016210700234,"score_gpt":0.3645761458786402,"score_spread":0.2696159837716379,"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."}}