{"id":"W4319982925","doi":"10.3390/cancers15041125","title":"10 Years of Pressurized Intraperitoneal Aerosol Chemotherapy (PIPAC): A Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"Cancers","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Associazione Italiana per la Ricerca sul Cancro; Cancer Research UK","keywords":"Medicine; Meta-analysis; Chemotherapy; Conventional PCI; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01578366,0.002896651,0.02061226,0.006566946,0.0007243175,0.003395141,0.002594528,0.002694492,0.003857421],"category_scores_gemma":[0.03216832,0.001863906,0.04580807,0.008150919,0.000715735,0.002518259,0.001843566,0.002382288,0.0003249345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003021238,"about_ca_system_score_gemma":0.004159454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006667361,"about_ca_topic_score_gemma":0.01340247,"domain_scores_codex":[0.9889575,0.005106193,0.003239728,0.001233477,0.001066245,0.0003969698],"domain_scores_gemma":[0.9741121,0.01778029,0.005031757,0.0007366751,0.001938466,0.0004008221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002350336,0.00003045172,0.003573071,0.3708217,0.6122108,0.0001595991,0.00007754775,0.0006814729,0.0001772454,0.0001257558,0.0005478211,0.009244159],"study_design_scores_gemma":[0.0004632236,0.0002500616,0.003501999,0.02735396,0.9661849,0.0001122326,0.00004237024,0.0001401448,0.00008178878,0.0001618894,0.001685283,0.00002207186],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003185327,0.9956275,0.0002680931,0.0001291577,0.00010781,0.0001303498,0.0003584587,0.00001218344,0.0001811149],"genre_scores_gemma":[0.1213878,0.8743273,0.001270615,0.0008206242,0.0002732886,0.0007978834,0.0008173286,0.00003020366,0.0002750221],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02061226,"threshold_uncertainty_score":0.08347291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08152394947325274,"score_gpt":0.3572376447769213,"score_spread":0.2757136953036685,"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."}}