{"id":"W6940136754","doi":"10.6084/m9.figshare.c.5741560","title":"Evaluating the transitions in care for children presenting with acute asthma to emergency departments: a retrospective cohort study","year":2021,"lang":"en","type":"other","venue":"Figshare","topic":"Enzyme Structure and Function","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Retrospective cohort study; Asthma; Presentation (obstetrics); Proportional hazards model; Acute care; Cohort study","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":[0.00009049514,0.0002194194,0.0002781275,0.00008335535,0.0001768513,0.00006183561,0.0002100888,0.00009273325,0.1653147],"category_scores_gemma":[0.0001659583,0.0001541881,0.00006453907,0.0002844905,0.000003861487,0.00004529093,0.00006332159,0.0001316843,0.00006677456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008606372,"about_ca_system_score_gemma":0.00007499755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001125828,"about_ca_topic_score_gemma":0.007285382,"domain_scores_codex":[0.9985419,0.00009808038,0.0001926466,0.0005564686,0.0003614035,0.0002494857],"domain_scores_gemma":[0.9992717,0.00001656453,0.0001443452,0.0003607251,0.0001679997,0.00003865236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001076327,0.0001813086,0.02945508,0.000416492,0.0007197303,0.00004271518,0.009147771,0.0003209582,0.001317277,0.000008926993,0.9578978,0.0003842664],"study_design_scores_gemma":[0.001372233,0.001278194,0.9799246,0.001817657,0.000392435,0.00002487119,0.001849345,0.00004252822,0.0007080978,0.00001944519,0.01176611,0.0008044657],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.09971432,0.001269602,0.00006282032,0.000106172,0.0008966515,0.0222524,0.802041,0.0003271569,0.07332988],"genre_scores_gemma":[0.3567459,0.000009785048,0.004292043,0.0002411929,0.003662606,0.03404688,0.4954867,0.001330216,0.1041847],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9504696,"threshold_uncertainty_score":0.8354483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02556694696811052,"score_gpt":0.3296899239264511,"score_spread":0.3041229769583406,"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."}}