{"id":"W7075723615","doi":"","title":"Color Fluorescence Ratio for Detection of Bronchial Dysplasia and Carcinoma In situ","year":2009,"lang":"en","type":"article","venue":"Digital Academic REpository of VU University Amsterdam (Vrije Universiteit Amsterdam)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autofluorescence; Carcinoma in situ; Receiver operating characteristic; Confidence interval; Lung cancer; Dysplasia; Bronchoscopy; Area under the curve","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":[0.00005650944,0.0001964,0.000327431,0.0001920362,0.0001272643,0.00002365201,0.0002792859,0.0001138583,0.000003106492],"category_scores_gemma":[0.000005627186,0.000229155,0.0001455104,0.0002515388,0.0002943402,0.000803011,0.0001063598,0.0002185233,0.000001308155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008075876,"about_ca_system_score_gemma":0.00006627323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003475529,"about_ca_topic_score_gemma":0.000001377602,"domain_scores_codex":[0.9989045,0.00004402179,0.000298522,0.0003362545,0.0001901096,0.0002265528],"domain_scores_gemma":[0.999201,0.0001370913,0.0002716961,0.0001431832,0.0001363965,0.0001106062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004694804,0.0008846621,0.06210275,0.0002367403,0.000244608,0.00005232478,0.005116554,0.00132458,0.6158314,0.2518611,0.0001493507,0.05750114],"study_design_scores_gemma":[0.01779427,0.004698807,0.2254546,0.0007772788,0.0006055121,0.00004972728,0.0174907,0.01949098,0.6424598,0.06604321,0.002817462,0.002317649],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842778,0.00001797302,0.006591521,0.00007822912,0.0000779433,0.0003251042,0.00006588276,0.00001924835,0.00854631],"genre_scores_gemma":[0.9992166,0.00000167956,0.0001372239,0.00001158284,0.00008126801,3.263337e-7,0.00003307801,0.000007937453,0.0005103098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1858179,"threshold_uncertainty_score":0.9344671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004947657614874416,"score_gpt":0.1920075194909792,"score_spread":0.1870598618761048,"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."}}