{"id":"W4393042821","doi":"10.14740/wjon1578","title":"Gene Expression Profile-Guided Personalized Intraperitoneal Chemotherapy for Gastric Cancer Peritoneal Carcinomatosis","year":2024,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Chemotherapy; FOLFOX; Oncology; Cancer; Internal medicine; Peritoneal carcinomatosis; Stomach; Metastasis; Gastrectomy; Gastroenterology; Surgery; Oxaliplatin; Colorectal cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004326216,0.0002742222,0.0008584072,0.0004793404,0.0001379789,0.00005016016,0.000180962,0.0001686987,0.0009661263],"category_scores_gemma":[0.00003568719,0.0001998689,0.0004649553,0.0004415168,0.0002138302,0.0001503273,0.0000300269,0.0004983185,0.00001130161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004570709,"about_ca_system_score_gemma":0.001076654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000335543,"about_ca_topic_score_gemma":0.00001564154,"domain_scores_codex":[0.9979519,0.00008175342,0.000797422,0.000297591,0.0003766128,0.0004947409],"domain_scores_gemma":[0.9987645,0.0001964509,0.0002779619,0.0001365956,0.0003427727,0.0002816827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003476838,0.0004246356,0.003160295,0.0006801662,0.0004506538,0.001093117,0.001946236,0.000008982128,0.837449,0.0005924873,0.05268374,0.09803385],"study_design_scores_gemma":[0.007712448,0.004160169,0.004341309,0.001283571,0.00065205,0.008876613,0.0005842301,0.000747353,0.3690791,0.0001906597,0.6019578,0.0004146519],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629882,0.01381514,0.0006308094,0.01713643,0.00267082,0.0007765156,0.00005950879,0.00007623831,0.001846351],"genre_scores_gemma":[0.9646574,0.001473847,0.0234996,0.001936212,0.004150804,0.0001510674,0.00001868986,0.00007987698,0.00403248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5492741,"threshold_uncertainty_score":0.9999471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03272201224096182,"score_gpt":0.3454056391197775,"score_spread":0.3126836268788156,"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."}}