{"id":"W4392114117","doi":"10.46234/ccdcw2024.029","title":"Experts’ Consensus on the Management of Respiratory Disease Syndemic","year":2024,"lang":"en","type":"article","venue":"China CDC Weekly","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"Chinese Academy of Medical Sciences; National Natural Science Foundation of China","keywords":"Syndemic; Disease management; Medicine; Intensive care medicine; Disease; Internal medicine; Public health; Pathology","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":[0.0003024084,0.0002019816,0.0002250121,0.0001564041,0.00009271841,0.0000274614,0.0002209957,0.0000488741,0.0008244262],"category_scores_gemma":[0.00006553587,0.0001328645,0.0001999515,0.0003295597,0.0003497006,0.00003291251,0.0001478802,0.0002957423,0.0002327951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002803733,"about_ca_system_score_gemma":0.0002859312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001554107,"about_ca_topic_score_gemma":5.792942e-7,"domain_scores_codex":[0.9982038,0.0001065713,0.0002720323,0.0004475198,0.0006342154,0.0003358758],"domain_scores_gemma":[0.9986269,0.0001727438,0.0000380264,0.000810859,0.00005082563,0.0003006029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00576178,0.002478304,0.02229183,0.02393139,0.003573231,0.02857522,0.001940138,0.0001205898,0.01100859,0.2655565,0.4737616,0.1610009],"study_design_scores_gemma":[0.001832199,0.0003742769,0.863005,0.003760852,0.0005562443,0.00005356281,0.001728963,0.00250351,0.001105408,0.004861936,0.1197835,0.0004345257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9404417,0.01185772,0.00001459052,0.01068806,0.0003376798,0.0009956153,0.00007322223,0.0001395744,0.03545186],"genre_scores_gemma":[0.9919887,0.0001224629,0.00003666274,0.0004883205,0.0001984741,0.00009860007,0.00001308707,0.00004903601,0.0070047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8407132,"threshold_uncertainty_score":0.9026889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03140292158939564,"score_gpt":0.3140723246457577,"score_spread":0.2826694030563621,"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."}}