{"id":"W4317038694","doi":"10.1503/cmaj.1096033","title":"Could a flu shot push help curb pediatric hospitalizations?","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vaccination; Seasonal influenza; Flu season; Influenza season; Medicine; Shot (pellet); Influenza vaccine; Pediatrics; Medical emergency; Environmental health; Coronavirus disease 2019 (COVID-19); Virology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001959167,0.0005157755,0.0005896203,0.0005471347,0.002481396,0.001967419,0.001284744,0.004512133,0.04184724],"category_scores_gemma":[0.01303503,0.0002585092,0.001313671,0.0004336081,0.001287382,0.002374764,0.001619951,0.005678159,0.006339645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004496191,"about_ca_system_score_gemma":0.02071367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1429965,"about_ca_topic_score_gemma":0.3250773,"domain_scores_codex":[0.99871,0.0003364481,0.00004741038,0.00010032,0.0002246139,0.0005811985],"domain_scores_gemma":[0.9956861,0.0005636105,0.0002283196,0.0001009307,0.0009495665,0.002471502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005679947,0.0009953945,0.02604934,0.0008356362,0.0003032408,0.0005161194,0.0007046137,0.0001844082,0.0007024478,0.007227523,0.7004435,0.2614698],"study_design_scores_gemma":[0.001362744,0.002240652,0.1459638,0.009713606,0.000885923,0.0008992633,0.01142454,0.0006985101,0.001441833,0.01374639,0.8114208,0.0002020087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01976684,0.01919089,0.0003978172,0.9209819,0.01096668,0.00009931659,0.001176542,0.0002208299,0.02719918],"genre_scores_gemma":[0.3511695,0.05951304,0.005140132,0.5252331,0.01232259,0.0004100908,0.001464335,0.0002182205,0.044529],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1429965,"threshold_uncertainty_score":0.2843283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03113901097278549,"score_gpt":0.3636247005094365,"score_spread":0.332485689536651,"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."}}