{"id":"W2586097311","doi":"10.1007/s41030-017-0027-5","title":"A Real-World Study of 30-Day Exacerbation Outcomes in Chronic Obstructive Pulmonary Disease (COPD) Patients Managed with Aerobika OPEP","year":2017,"lang":"en","type":"article","venue":"Pulmonary Therapy","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Medicine; COPD; Exacerbation; Chronic bronchitis; Copd exacerbation; Pulmonary disease; Bronchitis; Internal medicine; Intensive care medicine; Acute exacerbation of chronic obstructive pulmonary disease","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":[0.002297417,0.0003747124,0.0005111037,0.000647134,0.0004738281,0.0007810966,0.0005282052,0.0006667182,0.001038405],"category_scores_gemma":[0.005079668,0.0003658918,0.001233293,0.001011963,0.0004655782,0.0006733753,0.0007822764,0.000792194,0.0001612377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006999353,"about_ca_system_score_gemma":0.0004368034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004180636,"about_ca_topic_score_gemma":0.004085612,"domain_scores_codex":[0.9977469,0.001183496,0.0002169976,0.0004199969,0.000241628,0.000190942],"domain_scores_gemma":[0.9958105,0.001077164,0.002168037,0.0003897387,0.0001962903,0.0003583138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001726632,0.000265111,0.9956449,0.00005143903,0.0005998508,0.00007613835,0.00008947511,0.0001493699,0.0001135908,0.00007919008,0.0001664415,0.001037949],"study_design_scores_gemma":[0.0001869748,0.001077809,0.9966571,0.00001790507,0.0002472871,0.0001807517,0.0002362837,0.0009921927,0.00005391024,0.00006098342,0.0002752803,0.0000133715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992841,0.000183983,0.0000824342,0.00002807921,0.000004709624,0.00001999979,0.0002951314,8.457808e-7,0.0001006614],"genre_scores_gemma":[0.9991793,0.00008106042,0.00009900712,0.00002861345,0.00001090257,0.00002897656,0.0005181708,7.659153e-7,0.00005311688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004180636,"threshold_uncertainty_score":0.01215005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549726612231609,"score_gpt":0.3114727015521176,"score_spread":0.2859754354298015,"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."}}