{"id":"W3105157119","doi":"10.1101/651901","title":"The Acute COPD Exacerbation Prediction Tool (ACCEPT): development and external validation study of a personalised prediction model","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; St. Paul's Hospital; Centre for Advancing Health Outcomes; Ottawa Hospital; University of British Columbia","funders":"Canadian Institutes of Health Research; Canadian Thoracic Society","keywords":"Exacerbation; Medicine; COPD; Internal medicine; Cohort; Copd exacerbation; Acute exacerbation of chronic obstructive pulmonary disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.06040794,0.001233795,0.001428716,0.001163842,0.0003306816,0.001678255,0.002368099,0.001342527,0.001503475],"category_scores_gemma":[0.07989585,0.0005869836,0.00204886,0.001146002,0.0007835097,0.001424832,0.002081688,0.001733698,0.0004918309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106638,"about_ca_system_score_gemma":0.001702069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004113975,"about_ca_topic_score_gemma":0.00246109,"domain_scores_codex":[0.982893,0.01223832,0.0009456216,0.002150277,0.001469102,0.0003035346],"domain_scores_gemma":[0.9140165,0.06704389,0.003532164,0.008394372,0.0058574,0.001155672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02354919,0.004915779,0.6524921,0.001499419,0.009959924,0.0002990178,0.001052569,0.1032968,0.001619935,0.00164473,0.01357635,0.1860943],"study_design_scores_gemma":[0.006662348,0.01249449,0.2998243,0.0006083845,0.004586661,0.0005750211,0.0003181073,0.6617428,0.003085783,0.00259198,0.007232859,0.0002772637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9589092,0.0008599236,0.03192519,0.0003327755,0.0001432249,0.001273707,0.004532341,0.0006164396,0.001407263],"genre_scores_gemma":[0.9680884,0.0002186828,0.02229577,0.0002304969,0.00007275595,0.0008676405,0.007748263,0.00009878017,0.0003793914],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06040794,"threshold_uncertainty_score":0.3194715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963600838324909,"score_gpt":0.2590771442577573,"score_spread":0.2394411358745082,"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."}}