{"id":"W7075361399","doi":"","title":"Investigating the nature of small airways disease and emphysema in mild &amp; moderate chronic obstructive pulmonary disease","year":2019,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"COPD; Airway; Pulmonary disease; Lung; Respiratory disease; Disease; Small airways; Air trapping; Lung disease","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":[0.000121252,0.00004853513,0.0001714663,0.00001467453,0.0001976576,0.00002542581,0.0002351392,0.00005814228,0.00006660017],"category_scores_gemma":[0.00002198071,0.0001044106,0.00006131483,0.0001673789,0.0008132029,0.0001800927,0.0004239803,0.0001829426,0.00001097576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007845817,"about_ca_system_score_gemma":0.00002310129,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03851803,"about_ca_topic_score_gemma":0.1240574,"domain_scores_codex":[0.9991345,0.00008984896,0.00009840538,0.0003109647,0.0001861671,0.0001800919],"domain_scores_gemma":[0.9995053,0.00004914713,0.00009517124,0.0002120455,0.00001418848,0.0001241677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003557593,0.00009869324,0.9670616,0.0003007647,0.00002566492,0.00003855907,0.00186407,0.002207686,0.0006009504,0.000003982921,0.0001533714,0.02760905],"study_design_scores_gemma":[0.0003049957,0.00001491129,0.9948495,0.0001709742,0.00002618778,0.000002474992,0.00111436,0.0016411,0.000001452107,0.001655353,0.00009494174,0.0001237749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980252,0.0007205288,0.000008171407,0.0002643029,0.00003304103,0.0002649589,0.0001039889,0.00001159722,0.0005682282],"genre_scores_gemma":[0.9990487,0.0001016694,0.000102632,0.00004903947,0.0000103331,6.88188e-7,0.000009574121,0.000006378774,0.0006709921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08553938,"threshold_uncertainty_score":0.9678845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509069570092419,"score_gpt":0.1772534576867753,"score_spread":0.1621627619858511,"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."}}