{"id":"W4248806745","doi":"10.21203/rs.3.rs-454126/v1","title":"High-Risk Human Papillomaviruses and Epstein-Barr Virus In Breast Cancer In Lebanese Women and Their Association with Tumor Grade: A Molecular and Tissue Microarray Study","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Qatar University","keywords":"Breast cancer; Tissue microarray; Cancer; Immunohistochemistry; Oncology; Polymerase chain reaction; Virus; Cancer research; Medicine; Cohort; Human papillomavirus; Internal medicine; Biology; Virology; Gene; Genetics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002608397,0.0003936372,0.00100273,0.0007458121,0.000191383,0.0003297891,0.0001833085,0.0002830456,0.0005075572],"category_scores_gemma":[0.0002496552,0.0003054959,0.00003803305,0.000766386,0.0002620615,0.00009678321,0.0009244871,0.002772971,0.000001493117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539816,"about_ca_system_score_gemma":0.0006610318,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06616864,"about_ca_topic_score_gemma":0.04612693,"domain_scores_codex":[0.9949388,0.001242976,0.0004257768,0.001144923,0.001284591,0.0009629224],"domain_scores_gemma":[0.9979178,0.0003617548,0.0001159209,0.00053494,0.0006039495,0.000465666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001010629,0.0008116973,0.9528082,0.002185615,0.0002508623,0.001299242,0.01255994,0.00001866509,0.01584067,0.000008308068,0.00003472522,0.01317142],"study_design_scores_gemma":[0.005106503,0.001107261,0.9779997,0.0007255504,0.00003179088,0.00003320669,0.0108306,0.00003052219,0.003477854,0.0002686638,0.0000705506,0.0003177996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865972,0.009130597,0.000001279945,0.001138214,0.00002530918,0.002645312,0.0003542134,0.00002445117,0.00008344085],"genre_scores_gemma":[0.9944413,0.003887252,0.00001627125,0.00005812829,0.0001208051,0.001201702,0.00005015858,0.00007121629,0.0001531548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02519147,"threshold_uncertainty_score":0.9999397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634356233309932,"score_gpt":0.3705603444395238,"score_spread":0.3442167821064245,"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."}}