{"id":"W4391744362","doi":"10.1186/s13223-024-00872-0","title":"Acuity of asthma exacerbations in Alberta, Canada is increasing: a population-based study","year":2024,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Alberta","funders":"","keywords":"Medicine; Asthma; Asthma exacerbations; Population; Emergency department; Emergency medicine; Pediatrics; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006518808,0.0004146087,0.0003700194,0.001438887,0.002237251,0.001422473,0.001376591,0.0007058484,0.001579444],"category_scores_gemma":[0.001412414,0.0002961513,0.0005745912,0.004097668,0.0007762031,0.0004201835,0.0007752495,0.00085813,0.0002150341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02386092,"about_ca_system_score_gemma":0.02314158,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9875825,"about_ca_topic_score_gemma":0.9917051,"domain_scores_codex":[0.9989288,0.00007035422,0.00004710602,0.0001163344,0.0005309159,0.0003064863],"domain_scores_gemma":[0.9986024,0.00006705552,0.0002761953,0.0000439614,0.0005619209,0.0004485098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005714508,0.00005429165,0.9963543,0.00002076122,0.00004113164,0.0001014039,0.0002448708,0.00006852487,0.00009800637,0.00003637073,0.0009678653,0.001955159],"study_design_scores_gemma":[0.000007696685,0.0000198748,0.9987747,0.00001343653,0.0000194052,0.00006329265,0.0005204476,0.0001380728,0.00001506275,0.00001292344,0.00040973,0.00000538419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911121,0.001113204,0.0001036636,0.0006272524,0.00002607445,0.00006769336,0.003125915,0.00001857857,0.003805452],"genre_scores_gemma":[0.9970943,0.0005268964,0.0001517001,0.000247927,0.00001746811,0.00001555662,0.001308633,0.000003385065,0.0006341467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02386092,"threshold_uncertainty_score":0.1731239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765495512595672,"score_gpt":0.319710543151782,"score_spread":0.3020555880258253,"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."}}