{"id":"W4307216061","doi":"10.3390/curroncol29110633","title":"CircRNA-Based Cervical Cancer Prognosis Model, Immunological Validation and Drug Prediction","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Circular RNAs in diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Competing endogenous RNA; microRNA; Immune system; Nomogram; Transcriptome; Medicine; CD8; Gene; Tumor microenvironment; Immunotherapy; Computational biology; Cancer research; Biology; Oncology; Bioinformatics; Gene expression; Immunology; RNA; Long non-coding RNA; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001729648,0.0001176999,0.0001316449,0.00004727514,0.000193,0.00001249003,0.0001575814,0.00008010188,0.0001340782],"category_scores_gemma":[0.00005812584,0.000122839,0.00007052875,0.00008199031,0.000111715,0.000003643651,0.0002628549,0.0001863467,0.000002175665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001336797,"about_ca_system_score_gemma":0.0002317603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008547304,"about_ca_topic_score_gemma":0.000007745215,"domain_scores_codex":[0.9988614,0.000227138,0.0001807889,0.0003872807,0.0001492296,0.0001941157],"domain_scores_gemma":[0.9995857,0.00001839319,0.00008190129,0.000181927,0.00006047121,0.00007154838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001055039,0.003993928,0.5111215,0.0001927161,0.0002381077,0.00001270059,0.0003067038,0.04197909,0.2591588,0.0005132003,0.02396277,0.1574654],"study_design_scores_gemma":[0.008986274,0.003371465,0.1221,0.00006188291,0.0006749026,0.0001079164,0.0006673328,0.1314861,0.1129011,0.001449504,0.6166765,0.001516973],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895227,0.007466509,0.001141415,0.0005545082,0.0006576277,0.0003091793,0.0001864503,0.00003527541,0.0001263106],"genre_scores_gemma":[0.9978176,0.0003666331,0.00011839,0.0001663382,0.0001654723,0.0007592185,0.0005663848,0.00001472232,0.00002518023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5927137,"threshold_uncertainty_score":0.500923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05662285123595444,"score_gpt":0.3541747925416339,"score_spread":0.2975519413056795,"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."}}