{"id":"W1973387051","doi":"10.1097/lbr.0b013e3181af7d5a","title":"Improving the Specificity of Autofluorescence Bronchoscopy","year":2009,"lang":"en","type":"article","venue":"Journal of Bronchology & Interventional Pulmonology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Autofluorescence; Bronchoscopy; Dysplasia; Carcinoma in situ; Lung cancer; Pathology; Carcinoma; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.000437779,0.0001349502,0.000476776,0.0001665422,0.00005023099,0.000008100627,0.0002513276,0.0001328391,0.0004447332],"category_scores_gemma":[0.0001576798,0.00008569242,0.000514331,0.0001167302,0.0002520093,0.00009385443,0.0000383965,0.0004321211,0.00001471167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266039,"about_ca_system_score_gemma":0.0001485469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002717739,"about_ca_topic_score_gemma":0.000006168928,"domain_scores_codex":[0.9984285,0.0001137684,0.0008333536,0.0001747482,0.0002294928,0.0002201985],"domain_scores_gemma":[0.9984009,0.0001367027,0.000804298,0.0002522025,0.0003256831,0.0000802131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007500271,0.01498165,0.4389602,0.0003731579,0.003393762,0.002039267,0.0007607474,0.0001638286,0.143708,0.037514,0.06752443,0.2830807],"study_design_scores_gemma":[0.002635617,0.007727937,0.9642996,0.0003401464,0.0003645491,0.003115147,0.00008273315,0.00004653327,0.01499487,0.00308092,0.003217124,0.00009486208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748432,0.004247571,0.002013998,0.01707537,0.0007979559,0.0001930692,0.000006419854,0.000010378,0.0008120296],"genre_scores_gemma":[0.9968665,0.0001676042,0.001651362,0.000736432,0.0003293456,0.000003481181,0.000003560237,0.00000774999,0.0002340035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5253394,"threshold_uncertainty_score":0.4869516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01789698868123755,"score_gpt":0.3103386811446339,"score_spread":0.2924416924633963,"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."}}