{"id":"W6976942534","doi":"10.6084/m9.figshare.14135057.v1","title":"Hot spots for pediatric asthma emergency department visits in Ottawa, Canada","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asthma; Emergency department; Census; Ethnic group; Cohort; Retrospective cohort study; Geographic variation","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004861291,0.00009490407,0.0001101942,0.000005828315,0.00009034161,0.00001860988,0.0001243186,0.00005747336,0.09017453],"category_scores_gemma":[0.000251734,0.00004522039,0.00004966485,0.0002239081,8.353151e-7,0.00004973305,0.00006153061,0.00005428748,0.00004798578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001352191,"about_ca_system_score_gemma":0.0002107627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005888085,"about_ca_topic_score_gemma":0.6888433,"domain_scores_codex":[0.99914,0.00002566157,0.0002024625,0.0002628167,0.00009744598,0.0002716085],"domain_scores_gemma":[0.999635,0.00008343002,0.00004208607,0.00004083252,0.0001159618,0.00008272988],"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":[0.00001754548,0.0001421548,0.04175258,0.0002001367,0.00001057703,0.00009370127,0.00005570527,0.00001246776,0.00008014832,0.00004878897,0.8919135,0.06567271],"study_design_scores_gemma":[0.00005381491,0.00001732257,0.4960424,0.00001106308,8.260212e-7,0.000001278673,0.0000894353,0.000006136706,0.0002668988,0.00004020641,0.5033728,0.00009780508],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913149,0.0008801435,1.151397e-7,0.002522596,0.0001850797,0.0005672252,0.08191972,0.0000253154,0.0007508308],"genre_scores_gemma":[0.9442288,0.00001251145,0.00004899981,0.0004556859,0.0002262871,0.0003526957,0.05371252,8.959796e-7,0.0009616427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6829552,"threshold_uncertainty_score":0.9106572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799011885850445,"score_gpt":0.213671711563439,"score_spread":0.1956815927049345,"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."}}