{"id":"W4412467449","doi":"10.1080/02656736.2025.2525422","title":"Modeling the involution of microwave liver ablation zones","year":2025,"lang":"en","type":"article","venue":"International Journal of Hyperthermia","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"National Institute for Health and Care Research; Department of Health and Social Care; Cancer Research UK; Royal Marsden NHS Foundation Trust","keywords":"Microwave ablation; Involution (esoterism); Ablation; Medicine; Internal medicine; Biology; Neuroscience","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":[0.0001979891,0.00006004025,0.000131058,0.0001573593,0.00002437736,0.0000115925,0.0001184521,0.00004070189,0.00003928036],"category_scores_gemma":[0.00006221131,0.00003716273,0.0001505762,0.0000758464,0.00002893062,0.00008348387,0.00001972588,0.00009963809,0.000004200228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007096135,"about_ca_system_score_gemma":0.0001125881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000663676,"about_ca_topic_score_gemma":0.00001211265,"domain_scores_codex":[0.9993051,0.00002956096,0.0003071434,0.00005236567,0.0002511528,0.00005468669],"domain_scores_gemma":[0.9991452,0.0000506292,0.0001281079,0.00007020472,0.0005852181,0.00002064927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0017353,0.000598375,0.6953203,0.00006292628,0.002367625,0.0003289381,0.001508736,0.001444044,0.121487,0.005251115,0.0007598258,0.1691358],"study_design_scores_gemma":[0.009073337,0.0008934543,0.1529704,0.002251949,0.001834644,0.001740635,0.001123512,0.690402,0.1216057,0.007119645,0.01064277,0.0003420541],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840411,0.002698335,0.009109672,0.002556861,0.0003316459,0.00008695348,0.000001741634,0.000003936666,0.001169759],"genre_scores_gemma":[0.9983018,0.0002305519,0.0008087437,0.0002353225,0.0001622925,0.00000147953,0.000004767303,0.000004950405,0.0002500634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6889579,"threshold_uncertainty_score":0.1515452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04994219963213905,"score_gpt":0.2731946275263265,"score_spread":0.2232524278941874,"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."}}