{"id":"W3137231365","doi":"10.1007/s41030-021-00151-y","title":"Hospital Admission and Readmission Among US Patients Receiving Umeclidinium/Vilanterol or Tiotropium as Initial Maintenance Therapy for Chronic Obstructive Pulmonary Disease","year":2021,"lang":"en","type":"article","venue":"Pulmonary Therapy","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"GlaxoSmithKline","keywords":"Medicine; Pulmonary disease; Maintenance therapy; Intensive care medicine; Internal medicine; Physical therapy; Chemotherapy","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":[0.0005202301,0.00016409,0.0002850025,0.0005691639,0.0003248175,0.0005875399,0.000360276,0.0002829522,0.001453972],"category_scores_gemma":[0.002250326,0.0001840258,0.0006754803,0.0007788386,0.0001434032,0.0002740763,0.0004153376,0.000399385,0.000111949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006854992,"about_ca_system_score_gemma":0.0004614677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009129182,"about_ca_topic_score_gemma":0.0118022,"domain_scores_codex":[0.9991711,0.0001662365,0.0001301724,0.000222541,0.0001584481,0.0001514771],"domain_scores_gemma":[0.99793,0.0001876,0.001445387,0.00009787942,0.0001266178,0.0002124528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003030157,0.00003694004,0.9981969,0.00001175683,0.00007300128,0.00003477948,0.00001799904,0.00003990977,0.0001006852,0.00001685884,0.0001752847,0.0009929785],"study_design_scores_gemma":[0.00002482092,0.0001163165,0.9990849,0.00001175769,0.00003689524,0.0001208314,0.0001026425,0.0002795765,0.00008404893,0.00001569066,0.0001197002,0.000002767365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988324,0.0001838997,0.00002906618,0.00003414162,0.000005996371,0.000009441501,0.0006801301,0.000002084858,0.0002229063],"genre_scores_gemma":[0.9991474,0.0000832029,0.00002964615,0.00003132052,0.000009223251,0.000008169244,0.0006210645,7.390591e-7,0.00006926119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009129182,"threshold_uncertainty_score":0.01815206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728951852870719,"score_gpt":0.301335014791083,"score_spread":0.2840454962623759,"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."}}