{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001129626,0.0001424791,0.0002547187,0.0001857,0.00007986051,0.0001672852,0.00009734971,0.00009693129,0.0002671538],"category_scores_gemma":[0.0001982343,0.00005609326,0.000142692,0.0002073146,0.000120289,0.00009081382,0.0001281539,0.0001573627,0.0000467081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001762465,"about_ca_system_score_gemma":0.0002161729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002332717,"about_ca_topic_score_gemma":0.0004333842,"domain_scores_codex":[0.9999453,0.00001193287,0.000002877386,0.00001453225,0.00001514168,0.00001026624],"domain_scores_gemma":[0.9999523,0.000009656482,0.00001953414,0.000004686648,0.000006336065,0.000007412366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004346125,0.0009269283,0.2109787,0.0005212008,0.0002224734,0.0005125041,0.000229733,0.01910526,0.4581936,0.0003842112,0.001367387,0.3032118],"study_design_scores_gemma":[0.0006370229,0.01131092,0.6294138,0.00008263819,0.001055731,0.002935911,0.0003318441,0.07374305,0.2704558,0.001070514,0.008918081,0.0000446059],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939381,0.001850633,0.003578354,0.0000746716,0.00001261294,0.00003304085,0.00005441813,0.00003281043,0.0004253327],"genre_scores_gemma":[0.9969755,0.0005159015,0.002267306,0.00002316834,0.000008416629,0.00002133,0.00007888966,0.000003248944,0.0001061157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0002671538,"threshold_uncertainty_score":0.001278818,"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."}}