{"id":"W4411624557","doi":"10.3390/immuno5030023","title":"Integrative Transcriptomic Meta-Analysis Reveals Risk Signatures and Immune Infiltration Patterns in High-Grade Serous Ovarian Cancer","year":2025,"lang":"en","type":"article","venue":"Immuno","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Serous fluid; Ovarian cancer; Transcriptome; Immune system; Infiltration (HVAC); Serous ovarian cancer; Oncology; Medicine; Biology; Pathology; Internal medicine; Cancer; Immunology; Gene; Gene expression; Physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002531662,0.0002586385,0.001096974,0.0004045419,0.00007840361,0.0000528536,0.00008347626,0.0001317618,0.0004680424],"category_scores_gemma":[0.0000279734,0.0001812037,0.0004657715,0.0007147685,0.00004482559,0.0001073002,0.00001845556,0.0003328485,0.000002575976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002316806,"about_ca_system_score_gemma":0.0001004056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02847699,"about_ca_topic_score_gemma":0.007638041,"domain_scores_codex":[0.9985707,0.0001907215,0.000471758,0.0003968877,0.000157655,0.0002122516],"domain_scores_gemma":[0.9992148,0.0001358616,0.0001445894,0.0003865603,0.00007275645,0.00004539928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009334259,0.001361357,0.5470267,0.0002371382,0.4034493,0.0001284346,0.005924339,0.0008012763,0.01749569,0.004437966,0.0007359966,0.01746836],"study_design_scores_gemma":[0.002649378,0.0001244437,0.8786319,0.00008116003,0.1080188,0.000001754896,0.0002441807,0.00007537146,0.009120496,0.0006943665,0.0002048415,0.0001533365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9348627,0.05483117,0.0009053341,0.007505042,0.000222285,0.000905639,0.0003610529,0.00004253083,0.0003642516],"genre_scores_gemma":[0.9939649,0.003812873,0.0003065684,0.0005818316,0.00002558697,0.0004386222,0.0001081248,0.00001431895,0.0007471782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3316052,"threshold_uncertainty_score":0.9779925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02105495414239816,"score_gpt":0.3065212374710856,"score_spread":0.2854662833286875,"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."}}