{"id":"W1975939461","doi":"10.1002/dc.20973","title":"Intermediate‐grade squamous intraepithelial lesion may be a valid diagnostic/interpretive category","year":2008,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health; Health Sciences Centre","funders":"","keywords":"Medicine; Squamous intraepithelial lesion; Colposcopy; Dysplasia; Biopsy; Lesion; Intraepithelial neoplasia; Pathology; Cervical intraepithelial neoplasia; Internal medicine; Cancer; Cervical cancer","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004080863,0.0004004692,0.0008102778,0.0003358618,0.0002132866,0.00001950405,0.0003339205,0.0003557736,0.004542046],"category_scores_gemma":[0.02272993,0.0003467225,0.0002702919,0.0003290262,0.001022831,0.00008854819,0.0003150252,0.0009404753,0.0006365505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003004701,"about_ca_system_score_gemma":0.0004317376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000252825,"about_ca_topic_score_gemma":0.0001152445,"domain_scores_codex":[0.9968303,0.0002726729,0.0005885665,0.0007911485,0.000572279,0.0009449705],"domain_scores_gemma":[0.9885113,0.009903039,0.000110778,0.0006236854,0.0002961907,0.000554968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004596137,0.005217453,0.7340947,0.001061047,0.0002350949,0.08656467,0.02008701,0.0000447135,0.01326823,0.00494383,0.06119991,0.06868717],"study_design_scores_gemma":[0.004454367,0.004124886,0.9626171,0.0001467766,0.000248932,0.00529903,0.0005150395,0.0001148327,0.01133575,0.0008864751,0.009661436,0.0005953458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982764,0.001644329,0.0009050836,0.003704855,0.001060016,0.001060818,0.0001465589,0.0002248399,0.008489499],"genre_scores_gemma":[0.9923313,0.00228526,0.0001132045,0.003186831,0.0009926009,0.000340071,0.0001519008,0.00007663238,0.0005222296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2285224,"threshold_uncertainty_score":0.9998985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04598880417057733,"score_gpt":0.3436117376464131,"score_spread":0.2976229334758358,"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."}}