{"id":"W4394793284","doi":"10.1016/j.suronc.2024.102077","title":"Surveillance evaluations in patients with stage I, II, III, or resectable IV melanoma who were treated with curative intent: A systematic review","year":2024,"lang":"en","type":"review","venue":"Surgical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; Hamilton Health Sciences; University of Ottawa; Kingston Health Sciences Centre; Trillium Health Centre; Juravinski Cancer Centre; Sunnybrook Health Science Centre; Credit Valley Hospital; Impact; Grand River Hospital; McMaster University; Cancer Care Ontario; Princess Margaret Cancer Centre; Mount Sinai Hospital; University Health Network; Ottawa Hospital; Health Sciences Centre","funders":"Cancer Care Ontario","keywords":"Medicine; Stage (stratigraphy); Melanoma; Oncology; General surgery; Surgery; Cancer research","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009906546,0.0006816922,0.005877428,0.0005008919,0.0001062539,0.00003345298,0.0002111328,0.0003559339,0.001380056],"category_scores_gemma":[0.0002537163,0.0003295347,0.0003359322,0.001577266,0.0001364434,0.0000595019,0.0001677466,0.0009056268,0.0001695579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001497552,"about_ca_system_score_gemma":0.0009434331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007613123,"about_ca_topic_score_gemma":0.001076419,"domain_scores_codex":[0.9952902,0.001147751,0.001530565,0.0008598344,0.0006664699,0.0005051491],"domain_scores_gemma":[0.9973972,0.0005896962,0.0007149097,0.0006960624,0.0003723115,0.0002297643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00224236,0.001008602,0.00007636192,0.9125925,0.00227651,0.007445497,0.000133363,0.000001263856,1.214157e-8,0.0001375943,0.003318062,0.07076784],"study_design_scores_gemma":[0.001971361,0.004712156,0.000006920854,0.3315984,0.003728703,0.0006869722,0.00004785837,0.00001295472,2.577382e-8,9.974008e-7,0.6569534,0.0002802394],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009375959,0.965387,0.000005792252,0.0002590141,0.0001757627,0.01238565,0.00009973027,0.0001327427,0.02146057],"genre_scores_gemma":[0.0002376598,0.9395425,0.00002753011,0.0001622497,0.00005225475,0.002204059,0.0004560218,0.00008347526,0.05723421],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6536354,"threshold_uncertainty_score":0.9999157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04144488671644666,"score_gpt":0.3713739985601539,"score_spread":0.3299291118437073,"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."}}