{"id":"W4414111888","doi":"10.1016/j.aohep.2025.102119","title":"Reply to Suoh et al","year":2025,"lang":"it","type":"letter","venue":"Annals of Hepatology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001014705,0.0004672342,0.001910907,0.0008086467,0.00007121384,0.00002176872,0.0006757669,0.0007931266,0.01772035],"category_scores_gemma":[0.001408577,0.0004346757,0.0005221979,0.0006590287,0.0003315328,0.00004421864,0.0005818435,0.00254069,0.0009014253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005948407,"about_ca_system_score_gemma":0.00146176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004227665,"about_ca_topic_score_gemma":0.0002002754,"domain_scores_codex":[0.995317,0.0005379803,0.001016691,0.001027165,0.0008372543,0.00126391],"domain_scores_gemma":[0.9957814,0.001034087,0.0002021723,0.00131161,0.001293616,0.0003771219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001218189,0.0001533496,0.007214385,0.001198051,0.0004725479,0.001083964,0.0001458475,5.908851e-7,0.00003542605,0.0008956116,0.9686655,0.01891654],"study_design_scores_gemma":[0.000823577,0.001445444,0.006459818,0.0002293256,0.0001126079,0.00005739774,0.00002611913,0.00002163554,0.001370371,0.0005378872,0.9886106,0.0003052683],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001380646,0.002893319,0.00005275421,0.8861998,0.0009852488,0.0006724792,0.0001991764,0.00003338542,0.1075832],"genre_scores_gemma":[0.01593034,0.00471573,0.00006773849,0.9586145,0.0008075839,0.0000803002,0.0003417955,0.00005051176,0.01939156],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08819165,"threshold_uncertainty_score":0.9998765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202123241054584,"score_gpt":0.448804793582162,"score_spread":0.3285924694767036,"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."}}