{"id":"W4376630888","doi":"10.1136/bmjresp-2022-001462","title":"CT airway remodelling and chronic cough","year":2023,"lang":"en","type":"article","venue":"BMJ Open Respiratory Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia; McGill University; Toronto Metropolitan University; St. Michael's Hospital","funders":"","keywords":"Medicine; COPD; Airway; Spirometry; Chronic cough; Lung; Population; Lung volumes; Internal medicine; Pulmonary disease; Cardiology; Radiology; Asthma; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007670593,0.0002898513,0.0005913381,0.0008729392,0.0007438772,0.0003646121,0.0009496327,0.0001273357,0.00120579],"category_scores_gemma":[0.0009291778,0.0002660305,0.0001154513,0.002375068,0.0008575012,0.0004461339,0.00256463,0.001325997,0.002467103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023283,"about_ca_system_score_gemma":0.003900222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000270033,"about_ca_topic_score_gemma":0.00008114935,"domain_scores_codex":[0.9935226,0.0008661261,0.0005458443,0.001158097,0.002348467,0.00155886],"domain_scores_gemma":[0.996206,0.0006148854,0.00007453096,0.001490228,0.0007109648,0.0009033377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006607155,0.001130318,0.1315165,0.009910164,0.0008313207,0.0291957,0.0009396267,0.0008013473,0.07319488,0.009410568,0.3151514,0.4213111],"study_design_scores_gemma":[0.01058592,0.001859485,0.2084264,0.001856506,0.00007953309,0.0004472909,0.002122488,0.04027055,0.01023237,0.002799972,0.7201677,0.001151766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918361,0.003845163,0.0000257375,0.003662323,0.0001474959,0.009532969,0.00006747589,0.0002235127,0.06413432],"genre_scores_gemma":[0.9504133,0.0007733817,0.0002216178,0.0005399736,0.001329883,0.002060919,0.0000935866,0.0002337615,0.04433351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4201593,"threshold_uncertainty_score":0.9999792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.234567590610424,"score_gpt":0.4838792642350302,"score_spread":0.2493116736246062,"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."}}