{"id":"W4322012051","doi":"10.1016/j.esmoop.2023.100876","title":"21TiP Molecular alterations predictive of outcome in early staged cervical cancer: A translational investigation in the international validation study of sentinel node biopsy in early cervical cancer SENTICOL III","year":2023,"lang":"en","type":"article","venue":"ESMO Open","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Cervical cancer; Medicine; Stage (stratigraphy); Oncology; Sentinel node; Biopsy; Cancer; Internal medicine; Biology; Breast 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":[],"consensus_categories":[],"category_scores_codex":[0.0006243833,0.0001556524,0.0004210312,0.0005050558,0.0000355606,0.00004310573,0.0003395214,0.00008741689,0.0001969092],"category_scores_gemma":[0.0001020575,0.0001245791,0.00006933325,0.00182435,0.0000551536,0.0002552587,0.000102484,0.0002671668,0.000004432721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001871966,"about_ca_system_score_gemma":0.0001921308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06265151,"about_ca_topic_score_gemma":0.008450395,"domain_scores_codex":[0.9976124,0.0002747517,0.0008353427,0.0003371764,0.000743252,0.000197131],"domain_scores_gemma":[0.9991952,0.0002001752,0.0001868563,0.0002066249,0.0001483352,0.00006277509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008258284,0.0009038438,0.9854361,0.00004568263,0.0001307805,0.00004183458,0.008703282,0.002548706,0.0009527157,0.000170735,0.00001103977,0.000229396],"study_design_scores_gemma":[0.01119759,0.000176438,0.983184,0.000175657,0.00008823433,0.000001249776,0.0008036731,0.002660108,0.001257627,0.0003541124,0.00000633361,0.00009492807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931632,0.00001999455,0.00003730518,0.004176865,0.0001362854,0.002057656,0.000121033,0.00001289832,0.0002747982],"genre_scores_gemma":[0.9984082,0.00001566103,0.0000788259,0.0002373278,0.00005558398,0.0009172322,0.0002137602,0.00001599755,0.00005739687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05420111,"threshold_uncertainty_score":0.9435904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06910291452903516,"score_gpt":0.3713973255292302,"score_spread":0.302294411000195,"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."}}