{"id":"W2918525553","doi":"10.1007/s00268-019-04960-w","title":"Treatment Strategies and Survival Trends for Anorectal Melanoma: Is it Time for a Change?","year":2019,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Immunotherapy; Abdominal surgery; Internal medicine; Cardiothoracic surgery; Radiation therapy; Vascular surgery; Melanoma; Logistic regression; Cardiac surgery; Oncology; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002673118,0.0001380241,0.0005022626,0.0005045828,0.00004463371,0.00004794801,0.00002809797,0.00003435196,0.0004977864],"category_scores_gemma":[0.00001539176,0.00010308,0.0003201716,0.0001372739,0.00002001317,0.0001350054,0.000009595879,0.00005353092,0.00001087539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007976536,"about_ca_system_score_gemma":0.00007279137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001223709,"about_ca_topic_score_gemma":0.00003294542,"domain_scores_codex":[0.9991717,0.00001780484,0.0003316117,0.0001337131,0.0001511714,0.0001939936],"domain_scores_gemma":[0.999136,0.0003410349,0.0002111543,0.00009981135,0.00009980087,0.0001122337],"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":[0.01460048,0.001202339,0.03829535,0.0008636485,0.003014584,0.0006244617,0.002557881,0.000007198219,0.01125225,0.000910634,0.1125255,0.8141456],"study_design_scores_gemma":[0.00552283,0.003194115,0.01563474,0.0002296395,0.0006407088,0.001620937,0.001519703,0.0005191385,0.001639578,0.0001443509,0.9690219,0.0003124162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767451,0.001280483,0.0001550836,0.01119367,0.001832518,0.0007574291,0.00004331049,0.00002829621,0.007964102],"genre_scores_gemma":[0.9514637,0.0001909202,0.0003190585,0.0003577025,0.0007166874,0.00003219268,0.00001154742,0.00002449636,0.04688368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8564963,"threshold_uncertainty_score":0.5450412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05764611722908651,"score_gpt":0.2968925941176067,"score_spread":0.2392464768885201,"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."}}