{"id":"W4404285777","doi":"10.1164/rccm.202410-2081ed","title":"Mucus Plugs: A Treatable Trait for Preventing Chronic Obstructive Pulmonary Disease Exacerbations","year":2024,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Medicine; COPD; Intensive care medicine; Mucus; Internal medicine; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002851798,0.0004698144,0.0003566582,0.0005216699,0.000400398,0.0007505639,0.0003275068,0.001193617,0.0008403892],"category_scores_gemma":[0.0009231349,0.000155139,0.0004528214,0.0002201221,0.0005013797,0.000491514,0.0004884877,0.001217037,0.0004031576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002271859,"about_ca_system_score_gemma":0.0003617175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002965339,"about_ca_topic_score_gemma":0.0005480554,"domain_scores_codex":[0.9997537,0.00004310733,0.00001770776,0.00003881313,0.0001003631,0.00004631314],"domain_scores_gemma":[0.9996631,0.0000641818,0.000120149,0.00001908771,0.00002422514,0.0001092648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001422583,0.0005287831,0.0497076,0.001054765,0.0002258729,0.01798032,0.0002873288,0.0002706411,0.6010037,0.002876827,0.01095513,0.3136865],"study_design_scores_gemma":[0.0005328491,0.01071999,0.2162275,0.000995758,0.0008347647,0.2695872,0.0009503239,0.007025664,0.3524624,0.004248269,0.136217,0.0001983319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8010457,0.1461252,0.02383789,0.01267025,0.002541573,0.0001539415,0.0002940868,0.001230799,0.01210053],"genre_scores_gemma":[0.9802955,0.009851087,0.004827442,0.001314788,0.0005400156,0.00003393074,0.0001021759,0.00003446027,0.003000679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001193617,"threshold_uncertainty_score":0.002811432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288687025032977,"score_gpt":0.2863633722645978,"score_spread":0.273476502014268,"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."}}