{"id":"W4405792284","doi":"10.1016/j.jval.2024.10.1010","title":"EE730 Health Care Resource Utilization (HCRU) in Chronic Obstructive Pulmonary Disease (COPD), and Asthma Patients With Moderate-to-Severe Disease","year":2024,"lang":"en","type":"article","venue":"Value in Health","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sanofi (Canada)","funders":"","keywords":"Pulmonary disease; Medicine; COPD; Asthma; Intensive care medicine; Disease; Health care; Physical therapy; Internal medicine; Political science","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":[0.0008427363,0.0001901044,0.0003937604,0.001127495,0.0004248334,0.0009558061,0.000310329,0.000496152,0.004042906],"category_scores_gemma":[0.004278485,0.0001472831,0.0008789992,0.001986345,0.000196145,0.0006366831,0.0007235087,0.0007517625,0.0003550297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066126,"about_ca_system_score_gemma":0.001129744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03499353,"about_ca_topic_score_gemma":0.04909473,"domain_scores_codex":[0.9989613,0.0003707126,0.0001384371,0.0000818902,0.0001887761,0.0002588278],"domain_scores_gemma":[0.9979984,0.000563238,0.0006825338,0.00006008408,0.0002051305,0.0004905875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001243258,0.00007473901,0.9969019,0.00002030605,0.00009607493,0.000031721,0.00003211135,0.00006685838,0.00002446295,0.00006432191,0.0004044138,0.002158897],"study_design_scores_gemma":[0.000005287823,0.0000371358,0.9991608,0.00001138406,0.00002930529,0.00005091026,0.0001536954,0.0001907769,0.00001140205,0.00004338589,0.0003032947,0.000002734862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881548,0.001740909,0.00006545557,0.0004531468,0.00003489539,0.00002210237,0.004314024,0.000005768273,0.005208972],"genre_scores_gemma":[0.9971375,0.0002695433,0.00007257421,0.0001370293,0.0000375974,0.00001897311,0.001673622,0.000002119543,0.0006510867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03499353,"threshold_uncertainty_score":0.06957966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618717343023982,"score_gpt":0.3104954771529877,"score_spread":0.2843083037227478,"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."}}