{"id":"W7113896648","doi":"10.4251/wjgo.v17.i12.112936","title":"Tumor-resident microorganisms as clinical biomarkers in primary liver cancer: A systematic review of current evidence","year":2025,"lang":"en","type":"article","venue":"World Journal of Gastrointestinal Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomarker; Clinical trial; Clinical Practice; Biomarker discovery; Current (fluid); Standardization","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":[],"consensus_categories":[],"category_scores_codex":[0.002208411,0.0002101151,0.002096591,0.0005129722,0.00002928261,0.000007029354,0.0002841519,0.00002656975,0.00009135595],"category_scores_gemma":[0.0028593,0.0001588787,0.0004403887,0.0006577267,0.0002490971,0.00008325613,0.0001430096,0.0006779245,0.000007640948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007972294,"about_ca_system_score_gemma":0.00265094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009629489,"about_ca_topic_score_gemma":0.0002866286,"domain_scores_codex":[0.9962468,0.0004933045,0.00237628,0.0002326725,0.000371213,0.0002797669],"domain_scores_gemma":[0.9961108,0.001286736,0.001494344,0.0002461876,0.0007065004,0.0001554128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002372053,0.0007354406,0.6239696,0.3397616,0.0006113635,0.003246269,0.0001361161,0.000001055939,0.002290801,0.00006783954,0.02300594,0.003801873],"study_design_scores_gemma":[0.001768923,0.002033933,0.3095345,0.6785688,0.001681335,0.005552159,0.0001065644,0.000004144599,0.000106368,0.00002820774,0.0005244414,0.00009060301],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1203852,0.8657126,0.000187105,0.01040669,0.0009127582,0.0012516,0.000003644898,0.00001230482,0.001128128],"genre_scores_gemma":[0.830825,0.1500954,0.006774658,0.01091369,0.0005399095,0.00008697325,0.000002498513,0.00004142706,0.0007204261],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7156172,"threshold_uncertainty_score":0.6478885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05293439654611246,"score_gpt":0.4084646314668575,"score_spread":0.355530234920745,"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."}}