{"id":"W7161957083","doi":"10.82308/37466","title":"Patterns of acute care visits for lower respiratory tract infections in children across Canada","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung disease; Respiratory infection; Ile de france; Medical care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007084737,0.0003165133,0.0003487061,0.002474228,0.002080592,0.001402945,0.001413351,0.0004247285,0.002276085],"category_scores_gemma":[0.003592133,0.0003433028,0.0006601224,0.005756749,0.0009383355,0.0004329983,0.001319539,0.0007492351,0.0001512782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03803629,"about_ca_system_score_gemma":0.05083612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9948855,"about_ca_topic_score_gemma":0.9971063,"domain_scores_codex":[0.9978478,0.000149741,0.0002061424,0.0003576522,0.0006437685,0.000794913],"domain_scores_gemma":[0.9966158,0.0002102193,0.0009531087,0.00008002137,0.001337159,0.0008037714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002730535,0.00001034138,0.9937955,0.00007734586,0.00004318767,0.00006045934,0.0009496165,0.0001175945,0.0001027129,0.0001594504,0.00127717,0.003379226],"study_design_scores_gemma":[0.00000241516,0.000008944095,0.9971465,0.00006783192,0.0000144882,0.00004679248,0.001466035,0.0001297922,0.00003571162,0.00001557873,0.001058724,0.000007109418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728755,0.004314816,0.0002800559,0.001945726,0.0000425218,0.00009677433,0.01563098,0.00003785092,0.004775758],"genre_scores_gemma":[0.9940089,0.002018487,0.0003065604,0.0002275317,0.00001064458,0.00003718876,0.002372526,0.000008565651,0.001009563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03803629,"threshold_uncertainty_score":0.2759739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982586360657831,"score_gpt":0.3869601223956093,"score_spread":0.3671342587890311,"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."}}