{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0048371,0.0007367413,0.00219386,0.003871768,0.000404087,0.001405535,0.0006922049,0.0005307128,0.00137577],"category_scores_gemma":[0.005349758,0.0002856367,0.007582479,0.004545229,0.0002636075,0.0004329081,0.000961501,0.0005881885,0.000111488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004817985,"about_ca_system_score_gemma":0.0007734048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002922092,"about_ca_topic_score_gemma":0.003878932,"domain_scores_codex":[0.9973766,0.001206101,0.0002837291,0.0006852834,0.0002773887,0.0001709467],"domain_scores_gemma":[0.9953857,0.003008669,0.000630882,0.0005782103,0.0002297355,0.0001667682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002042432,0.00004780216,0.8126609,0.003411542,0.1507171,0.000380525,0.0001541124,0.002974732,0.004735019,0.0004113718,0.001291571,0.021173],"study_design_scores_gemma":[0.0001702204,0.00052085,0.7789344,0.000833655,0.1984995,0.000972524,0.0004567486,0.01020356,0.002126618,0.002190267,0.005032347,0.0000593626],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8133777,0.1569685,0.01310287,0.001491056,0.0002226308,0.0001198657,0.01302353,0.0002321308,0.001461805],"genre_scores_gemma":[0.9912287,0.004594532,0.001573643,0.0001431444,0.00004717758,0.00005667987,0.002211542,0.00002718332,0.0001175094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0048371,"threshold_uncertainty_score":0.0255813,"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."}}