{"id":"W4385264771","doi":"10.1097/01.jaa.0000944636.06231.f0","title":"A mnemonic for managing acute exacerbations of chronic obstructive pulmonary disease","year":2023,"lang":"en","type":"article","venue":"JAAPA","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Medicine; Exacerbation; COPD; Pulmonary disease; Intensive care medicine; Disease; Antibiotics; Mnemonic; Internal medicine; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001823726,0.0002245917,0.0003768832,0.0004293773,0.0001680801,0.00001643659,0.000216517,0.00007326178,0.0003362296],"category_scores_gemma":[0.0001536059,0.0002220748,0.0003223553,0.0009464942,0.0002545259,0.0001802085,0.0001887807,0.0002090525,0.0001481773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006524477,"about_ca_system_score_gemma":0.0007541011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002332436,"about_ca_topic_score_gemma":0.000004732321,"domain_scores_codex":[0.9979323,0.00004681866,0.0003511327,0.0005340744,0.0005091841,0.0006265271],"domain_scores_gemma":[0.9983584,0.0002084949,0.0001059982,0.0006577432,0.0002500879,0.0004192426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009825748,0.003540692,0.1641559,0.02426074,0.004642187,0.005477028,0.002436638,0.00208602,0.07522106,0.04513031,0.02906034,0.6341633],"study_design_scores_gemma":[0.002394623,0.0001979016,0.9006525,0.0003287377,0.0007453671,0.00004968639,0.0007631903,0.07127616,0.0009615349,0.01519628,0.007065857,0.0003681536],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751257,0.003165484,0.0007461906,0.00491909,0.0005082859,0.003570984,0.001030403,0.0004196518,0.01051421],"genre_scores_gemma":[0.9880967,0.0002964336,0.0003724076,0.00005758785,0.0004006585,0.0005424781,0.0004843457,0.00008198673,0.009667444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7364966,"threshold_uncertainty_score":0.9055949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0227865509544173,"score_gpt":0.3163195428507702,"score_spread":0.293532991896353,"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."}}