{"id":"W2070780065","doi":"10.1097/lgt.0b013e318195d91b","title":"Detection of Cervical Intraepithelial Neoplasias and Cancers in Cervical Tissue by In Vivo Light Scattering","year":2009,"lang":"en","type":"article","venue":"Journal of Lower Genital Tract Disease","topic":"Infrared Thermography in Medicine","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"National Cancer Institute","keywords":"Colposcopy; Medicine; Cervical intraepithelial neoplasia; Biopsy; Cervical cancer; Histopathology; Pathology; Oncology; Gynecology; Internal medicine; Cancer; Radiology","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":[0.0002715715,0.0001753401,0.0004542207,0.0004579061,0.00001894975,0.00001193312,0.00009711666,0.0001058457,0.0001172791],"category_scores_gemma":[0.0001266627,0.0001471183,0.0001221468,0.0003486312,0.00008071719,0.0002004489,0.00001194042,0.0005024815,0.000001093859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000167164,"about_ca_system_score_gemma":0.0001521524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003687948,"about_ca_topic_score_gemma":0.00002076397,"domain_scores_codex":[0.9983853,0.00005773451,0.0007082257,0.0001585415,0.0004360322,0.0002541359],"domain_scores_gemma":[0.9990624,0.00005843475,0.0002124778,0.0001365206,0.00009156489,0.0004386548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01166667,0.001869786,0.07436124,0.0003073698,0.00008289882,0.005441826,0.001387708,0.00005189572,0.8647654,0.000007352948,0.0002870706,0.03977076],"study_design_scores_gemma":[0.006714104,0.003426519,0.9470793,0.0008541579,0.000255821,0.0009361046,0.0003929123,0.0001467546,0.03893145,0.0003343095,0.000677806,0.0002507379],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995911,0.001476271,0.00005355389,0.001756386,0.000320141,0.0001968534,0.00001648193,0.000007628319,0.000261666],"genre_scores_gemma":[0.9989727,0.0001492646,0.0001036772,0.0004329783,0.0003046725,0.00000219541,0.00000149737,0.00001681498,0.00001618827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8727181,"threshold_uncertainty_score":0.599931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005283746455872867,"score_gpt":0.2505239031958496,"score_spread":0.2452401567399767,"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."}}