{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003358773,0.0001557089,0.0001554378,0.0003994478,0.0001733518,0.0001991474,0.0001480172,0.0001331605,0.001204403],"category_scores_gemma":[0.0008339413,0.00004229421,0.0001896755,0.0002330303,0.0003587777,0.0002376985,0.0002380046,0.0002428693,0.000266281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002574285,"about_ca_system_score_gemma":0.0002413276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001396971,"about_ca_topic_score_gemma":0.0004564988,"domain_scores_codex":[0.9998722,0.00003198045,0.0000110767,0.00001835152,0.0000433529,0.00002300896],"domain_scores_gemma":[0.9995821,0.0001345845,0.0001926923,0.00002777746,0.00002399809,0.00003889991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001978748,0.000500398,0.3417898,0.001362888,0.0001854459,0.01205212,0.0005380783,0.003281801,0.1720989,0.001113707,0.002049253,0.4630489],"study_design_scores_gemma":[0.0002525729,0.009943002,0.5592041,0.000338105,0.0002688822,0.1548231,0.0005395574,0.006391224,0.2331322,0.001637491,0.03341184,0.00005798327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743326,0.01163862,0.01042968,0.0002324901,0.00002934227,0.00005504857,0.00004852926,0.00009548294,0.003138252],"genre_scores_gemma":[0.995867,0.001769318,0.001795915,0.00005977158,0.00002431964,0.00001843279,0.00007059774,0.00001427729,0.0003804054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001204403,"threshold_uncertainty_score":0.004029095,"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."}}