{"id":"W2939363016","doi":"10.1017/cts.2017.42","title":"2346","year":2017,"lang":"en","type":"article","venue":"Journal of Clinical and Translational Science","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bronchoalveolar lavage; Medicine; Lung; Population; Internal medicine; Neutrophilia; Methacholine; Immunology; Proinflammatory cytokine; Endocrinology; Andrology; Pathology; Inflammation; Respiratory disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001817185,0.00004736612,0.0002077461,0.00006504015,0.0003162875,0.00006496679,0.0002365088,0.00003328153,0.0001388477],"category_scores_gemma":[0.0009162733,0.00003172992,0.0001264621,0.00006590092,0.001963272,0.0004542361,0.00003126324,0.0002658459,0.000006419971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007530173,"about_ca_system_score_gemma":0.0008861963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000428676,"about_ca_topic_score_gemma":0.000001757955,"domain_scores_codex":[0.9984805,0.0000209405,0.0004447202,0.0001339063,0.0007865405,0.0001333842],"domain_scores_gemma":[0.998678,0.0001710068,0.0002226326,0.0001501672,0.0003769407,0.0004012403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002970423,0.0001363521,0.8547835,0.00002203099,0.00001967166,0.00008267749,0.0000212507,0.000002597259,0.0003007625,0.003380393,0.00005104821,0.1409027],"study_design_scores_gemma":[0.001409295,0.0001062911,0.9874718,0.00005089437,0.00002594051,0.0001470724,0.000008888214,0.0005870519,0.00004515583,0.007026767,0.003086584,0.0000342586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769013,0.0003709663,0.0001911804,0.01250082,0.0002613823,0.00006555643,0.000003956354,0.000002147227,0.009702722],"genre_scores_gemma":[0.9974957,0.0001291217,0.001596796,0.0001127996,0.0004556768,2.62121e-7,2.406853e-7,0.000002429802,0.0002069336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1408684,"threshold_uncertainty_score":0.7233758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.103267722104983,"score_gpt":0.4666623572012425,"score_spread":0.3633946350962595,"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."}}