{"id":"W4408955684","doi":"10.1016/j.arbres.2025.03.017","title":"How Should We Treat COPD Exacerbations in the Future? By Endophenotyping, Of Course!","year":2025,"lang":"es","type":"editorial","venue":"Archivos de Bronconeumología","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Course (navigation); COPD; Medicine; Intensive care medicine; Internal medicine; Engineering; Aerospace engineering","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":[0.01781741,0.003540696,0.006169445,0.002886331,0.002427195,0.00680747,0.003961841,0.02028493,0.008767365],"category_scores_gemma":[0.06414157,0.001295622,0.003859433,0.001324835,0.002836394,0.007121557,0.001601727,0.03461627,0.00826316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002575134,"about_ca_system_score_gemma":0.003487358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002072468,"about_ca_topic_score_gemma":0.005195545,"domain_scores_codex":[0.993186,0.001964778,0.001312464,0.0007665353,0.00243677,0.0003335102],"domain_scores_gemma":[0.9339538,0.03910467,0.002991756,0.001434926,0.01752425,0.004990586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000769697,0.00001871584,0.00004432696,0.0005109936,0.00006408847,0.00008539495,0.00001524008,0.0000231391,0.00004162651,0.000519599,0.9901343,0.008465537],"study_design_scores_gemma":[0.0002796271,0.00008460245,0.0005928771,0.002041177,0.0003027255,0.0003825574,0.00009857092,0.0002558357,0.0001179394,0.004124866,0.9916514,0.00006789433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002192263,0.01509949,0.0001232445,0.06052038,0.9237188,0.00001105625,0.00004353773,0.00003142938,0.000430153],"genre_scores_gemma":[0.0002099829,0.008574054,0.0001307971,0.04064269,0.9482707,0.00001820698,0.00002014165,0.00001784655,0.002115628],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02028493,"threshold_uncertainty_score":0.09422857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462714326720535,"score_gpt":0.3013807050458085,"score_spread":0.2867535617786031,"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."}}