{"id":"W4411711249","doi":"10.20935/acadonco7777","title":"Irreversible electroporation for unresectable liver malignancies","year":2025,"lang":"en","type":"article","venue":"Academia oncology.","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; Saskatchewan Health; University of Saskatchewan","funders":"","keywords":"Electroporation; Medicine; General surgery; Cancer research; Internal medicine; Chemistry; Biochemistry","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":[0.0004826419,0.0001035407,0.0001387685,0.00006984511,0.000122264,0.00001035137,0.0001764653,0.0007321837,0.00003972549],"category_scores_gemma":[0.0004528689,0.0001068935,0.00006351105,0.0001738792,0.00006235165,0.000007612433,0.00007557038,0.0002376614,0.000008882413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001123482,"about_ca_system_score_gemma":0.0003442453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001581774,"about_ca_topic_score_gemma":0.00002307991,"domain_scores_codex":[0.9991553,0.0001106455,0.0001800087,0.0002767662,0.00004363967,0.0002336062],"domain_scores_gemma":[0.9995075,0.00007135491,0.00008748061,0.0001633037,0.0001393336,0.00003103787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001263553,0.00002125404,0.0002642962,0.00001984096,0.00002983162,3.502506e-7,0.00001545241,0.00001802631,0.7909046,0.003978332,0.2011251,0.003496582],"study_design_scores_gemma":[0.0003193034,0.0001449735,0.0001993043,0.000003977531,0.00001494691,0.000002187477,0.00002726713,0.00003933227,0.50754,0.0006314286,0.4910157,0.00006156976],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5753705,0.003705499,0.3811775,0.006505152,0.000812584,0.001610622,0.00004041488,0.00008382645,0.03069392],"genre_scores_gemma":[0.7747303,0.001656513,0.1179732,0.01445744,0.0009608478,0.0004542811,0.0007092442,0.00005634144,0.08900176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2898906,"threshold_uncertainty_score":0.5647271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02189332549803611,"score_gpt":0.3631304823996802,"score_spread":0.3412371569016441,"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."}}