{"id":"W2889151921","doi":"10.4240/wjgs.v10.i5.49","title":"Approach to pseudomyxoma peritonei","year":2018,"lang":"en","type":"review","venue":"World Journal of Gastrointestinal Surgery","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Pseudomyxoma peritonei; Medicine; Hyperthermic intraperitoneal chemotherapy; Cytoreductive surgery; Appendix; Stage (stratigraphy); Surgery; Modalities; Treatment modality; Radiological weapon; General surgery; Internal medicine; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001364722,0.0007141959,0.004263503,0.001545481,0.0001271311,0.00008501856,0.0003848491,0.0001040501,0.0001814052],"category_scores_gemma":[0.0006632751,0.0004975502,0.00233738,0.001216629,0.0002357476,0.0001228419,0.0001232306,0.001174474,0.0002506954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002549578,"about_ca_system_score_gemma":0.001215229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000103739,"about_ca_topic_score_gemma":0.000002038165,"domain_scores_codex":[0.9955169,0.0002034614,0.002223424,0.0004374346,0.0008348866,0.0007838793],"domain_scores_gemma":[0.9959547,0.0006521976,0.00149079,0.0004099669,0.0006291239,0.0008632009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008970933,0.001418095,0.001147231,0.03870197,0.000677925,0.007866964,0.000082354,0.000001085997,0.00004266391,0.0002932647,0.3639934,0.584878],"study_design_scores_gemma":[0.0001305507,0.0005307395,0.0001293082,0.07921968,0.0009145275,0.1324717,0.00002421785,0.000001337528,0.000003679668,0.000007602318,0.7862583,0.0003083912],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002396348,0.9915954,0.000296936,0.0002342733,0.000831191,0.0005119657,0.00002045641,0.00006325718,0.006206906],"genre_scores_gemma":[0.000224587,0.9531101,0.03547689,0.0004477435,0.007284562,0.00003117628,0.00004051088,0.0001841177,0.003200297],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5845696,"threshold_uncertainty_score":0.9997476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06978807586319412,"score_gpt":0.3240622044908258,"score_spread":0.2542741286276317,"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."}}