{"id":"W4400430829","doi":"10.3389/fonc.2024.1416685","title":"Implications of tumor-positive sentinel lymph nodes in single vs multiple nodal basins in melanoma","year":2024,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; Istituto Oncologico Veneto; Johns Hopkins University; University of Washington; Università degli Studi di Padova; Royal Adelaide Hospital; Huntsman Cancer Institute; Peter MacCallum Cancer Centre; Ohio State University; Melanoma Institute Australia; Rush University; Universitair Medisch Centrum Groningen; Dartmouth College; University of Louisville; Thomas Jefferson University; Stony Brook University; Northwestern University; Sunnybrook Research Institute; State University of New York; Wake Forest University; University of Texas MD Anderson Cancer Center; Universität Zürich; Centre Hospitalier Universitaire Vaudois; University of Pennsylvania","keywords":"Medicine; Melanoma; Sentinel lymph node; Lymphadenectomy; Hazard ratio; Proportional hazards model; Lymph; Oncology; Biopsy; Lymph node; Structural basin; Sentinel node; Internal medicine; Cancer; Pathology; Breast cancer; Cancer research; Confidence interval","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.003605809,0.0001756568,0.0003422672,0.0003435352,0.0002144164,0.0004303209,0.0003262799,0.000499556,0.002171821],"category_scores_gemma":[0.01031298,0.0001413815,0.0006107955,0.0002910819,0.0006625601,0.0005473514,0.0003841078,0.000451091,0.00007580125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003169698,"about_ca_system_score_gemma":0.0003368527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004528199,"about_ca_topic_score_gemma":0.001331562,"domain_scores_codex":[0.9984559,0.0008223587,0.0001626807,0.0002333336,0.0002417894,0.00008398864],"domain_scores_gemma":[0.9902408,0.006580218,0.002270938,0.0001932864,0.0001797371,0.0005349158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006322445,0.0001480746,0.9687209,0.0002682674,0.0003193333,0.0004403874,0.00006299295,0.00098398,0.001132173,0.0001756544,0.0003301523,0.02109575],"study_design_scores_gemma":[0.0009658081,0.002403247,0.9869947,0.0001295733,0.0008673437,0.002621337,0.0002035816,0.002503914,0.0009106544,0.001250498,0.001135482,0.00001387148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995988,0.002769641,0.0001602691,0.0003608359,0.00002151031,0.00001745237,0.00007961954,0.000002278864,0.000600575],"genre_scores_gemma":[0.9996266,0.0001424192,0.00008653456,0.00004914422,0.00002226265,0.000008665475,0.00002643185,7.209376e-7,0.00003721421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003605809,"threshold_uncertainty_score":0.01906961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01382998774815607,"score_gpt":0.2748072563365849,"score_spread":0.2609772685884288,"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."}}