{"id":"W2990478454","doi":"10.1183/13993003.congress-2019.pa5220","title":"Acute exacerbation of COPD in Emergency Room: just COPD exacerbations?","year":2019,"lang":"en","type":"article","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Christie (Canada)","funders":"","keywords":"Medicine; COPD; Exacerbation; Heart failure; Acute respiratory failure; Gold standard (test); Emergency department; Respiratory system; Respiratory failure; Internal medicine; Intensive care medicine; Mechanical ventilation","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":[0.0006109148,0.0002441644,0.0004477361,0.0004978713,0.0002922517,0.0008801071,0.0002569996,0.0009798859,0.004106139],"category_scores_gemma":[0.003465511,0.0001507829,0.0001721907,0.0005887816,0.0003086192,0.001418039,0.0003192769,0.0008735949,0.0009561409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002347487,"about_ca_system_score_gemma":0.0003275884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008760268,"about_ca_topic_score_gemma":0.001550327,"domain_scores_codex":[0.9995516,0.0001523049,0.00007866096,0.00005789121,0.00009259197,0.00006698727],"domain_scores_gemma":[0.99837,0.0005305517,0.0005305729,0.00006978284,0.0002230456,0.0002760431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007044235,0.0001986243,0.8733385,0.0007942283,0.00008219761,0.004248231,0.0006820865,0.00007366565,0.001447229,0.0006571991,0.0173146,0.100459],"study_design_scores_gemma":[0.00005050428,0.0003839708,0.923609,0.001472361,0.0001001108,0.04487216,0.001825505,0.000864728,0.000586336,0.002171562,0.02402845,0.00003522185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8582728,0.0645679,0.002059167,0.0526068,0.002635833,0.0001162492,0.0008268964,0.00008273796,0.01883163],"genre_scores_gemma":[0.9672737,0.01884242,0.001140208,0.004667426,0.005299941,0.00003032587,0.0005554683,0.00002944149,0.002161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004106139,"threshold_uncertainty_score":0.01373637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02417308560331671,"score_gpt":0.3193010042404257,"score_spread":0.295127918637109,"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."}}