{"id":"W4412708389","doi":"10.1080/07853890.2025.2531255","title":"Carcinoembryonic antigen as a predictor of treatment outcomes in cancer patients receiving immune checkpoint inhibitors","year":2025,"lang":"en","type":"review","venue":"Annals of Medicine","topic":"Radiopharmaceutical Chemistry and Applications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Carcinoembryonic antigen; Internal medicine; Hazard ratio; Oncology; Odds ratio; Confidence interval; Cancer; Cochrane Library","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000315963,0.0004248467,0.003255325,0.0003045597,0.00002415235,0.000001654812,0.0002000377,0.0002801243,0.0002110512],"category_scores_gemma":[0.0006442975,0.0002768673,0.0005492277,0.0006526013,0.0002490665,0.000027133,0.00005754141,0.0003389421,0.000003689664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947959,"about_ca_system_score_gemma":0.0008370735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005941857,"about_ca_topic_score_gemma":0.00000723123,"domain_scores_codex":[0.9971141,0.0000724736,0.001748029,0.0003970195,0.000364996,0.0003033473],"domain_scores_gemma":[0.9980198,0.0003602309,0.0006875968,0.0005221433,0.0002235526,0.0001867149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001477447,0.002393991,0.02972833,0.09325609,0.001858851,0.00002506859,0.0004733097,0.000001631382,0.0005149294,0.00004714118,0.001674211,0.8698787],"study_design_scores_gemma":[0.006772534,0.002148395,0.02609005,0.2066028,0.003913917,0.00001214376,0.00008705431,0.000006798462,0.01027529,0.00006665439,0.7435164,0.0005080116],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02746099,0.9669474,4.025224e-7,0.001738926,0.0001754268,0.001484246,0.0001256859,0.00001878476,0.002048069],"genre_scores_gemma":[0.02151695,0.9758601,0.00001036779,0.0001158711,0.0001895834,0.0003175571,0.0002391685,0.00002813159,0.001722296],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8693707,"threshold_uncertainty_score":0.9999683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1159853204333649,"score_gpt":0.455780499171257,"score_spread":0.3397951787378921,"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."}}