{"id":"W3115553004","doi":"10.2139/ssrn.3716875","title":"A Symptom-Based Algorithm for Screening Preschool Children at Risk of Persistent Asthma Symptoms: The CHILD Cohort Study","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of British Columbia; University of Manitoba; Children's Hospital Research Institute of Manitoba; McMaster University; BC Children's Hospital; University of Toronto","funders":"","keywords":"Asthma; Medicine; Cohort; Pediatrics; Algorithm; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002802029,0.001220723,0.001687042,0.003180979,0.0009549228,0.001433334,0.001710474,0.001211455,0.002198604],"category_scores_gemma":[0.005404626,0.0005896965,0.00195257,0.001892694,0.0002508799,0.0008042253,0.001480266,0.001245087,0.0004037445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164338,"about_ca_system_score_gemma":0.003038846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04188292,"about_ca_topic_score_gemma":0.05241499,"domain_scores_codex":[0.9983607,0.0004207084,0.0003298489,0.0004369939,0.0002778871,0.0001737613],"domain_scores_gemma":[0.9984523,0.000287782,0.000372715,0.0001295772,0.0005280645,0.0002295646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001666963,0.0003690897,0.9659396,0.0001250539,0.0006974324,0.0001981393,0.0001022164,0.0009825047,0.0009736403,0.0002834825,0.007182478,0.02147921],"study_design_scores_gemma":[0.0007608139,0.0006098451,0.9832298,0.0001234532,0.0009490911,0.0007644776,0.0002877629,0.009914021,0.0005750838,0.0005113614,0.002216226,0.00005804945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473135,0.002849138,0.02072457,0.001466098,0.0003016453,0.002965347,0.02069856,0.0004764878,0.003204721],"genre_scores_gemma":[0.9194098,0.001161122,0.0496149,0.0004588219,0.00006988192,0.002425948,0.02465215,0.00008598353,0.002121257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04188292,"threshold_uncertainty_score":0.0832783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006808636027822078,"score_gpt":0.2374753786432784,"score_spread":0.2306667426154563,"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."}}