{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002493532,0.0007623714,0.0008222575,0.0002586425,0.0005511979,0.0001228388,0.0003498479,0.0003023548,0.00116964],"category_scores_gemma":[0.0005112836,0.0006037036,0.0004207164,0.0005150176,0.0004424151,0.0006879753,0.0002612263,0.0006285602,0.00002496829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008131844,"about_ca_system_score_gemma":0.001639945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007164374,"about_ca_topic_score_gemma":0.000004969967,"domain_scores_codex":[0.995128,0.0003236049,0.000725852,0.00164353,0.0009837988,0.001195241],"domain_scores_gemma":[0.9961056,0.0003437997,0.0003067279,0.0009642038,0.0007988646,0.001480877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03484838,0.004076789,0.6453806,0.0009947579,0.0003617953,0.004646247,0.0004657797,0.000006205715,0.00834707,0.00007543694,0.0008718308,0.2999251],"study_design_scores_gemma":[0.007041813,0.001552035,0.9710245,0.0009660431,0.00008287302,0.000300848,0.0003496167,0.001990288,0.003395718,0.00109256,0.01145364,0.0007501082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816464,0.01011198,0.00007035669,0.001853684,0.0007750404,0.003446194,0.0003325077,0.0001835711,0.001580263],"genre_scores_gemma":[0.982187,0.009720279,0.0002865118,0.0006121269,0.0009643596,0.0006430537,0.0009817485,0.0002180318,0.004386893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3256438,"threshold_uncertainty_score":0.9997434,"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."}}