{"id":"W2947225939","doi":"10.1200/jco.2019.37.15_suppl.e21054","title":"Melanoma nodal management in Ontario following ASCO/SSO guidelines.","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Western University","funders":"","keywords":"Medicine; Sentinel lymph node; Guideline; Melanoma; Lymph node; Wide local excision; Dissection (medical); Biopsy; Population; Stage (stratigraphy); Surgery; Cancer; General surgery; Internal medicine; Breast cancer; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003965998,0.0001663039,0.0001826231,0.0008402049,0.00124008,0.0006563481,0.0004742249,0.0002870133,0.01057119],"category_scores_gemma":[0.002283238,0.0001691973,0.0003242324,0.002465634,0.0002450113,0.0002510958,0.0004984643,0.0002976941,0.001069413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01288391,"about_ca_system_score_gemma":0.03047946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9186696,"about_ca_topic_score_gemma":0.9713974,"domain_scores_codex":[0.9995364,0.00002349914,0.00004832243,0.00005331047,0.0002215264,0.0001168928],"domain_scores_gemma":[0.9980938,0.00009603517,0.0006031543,0.00004545812,0.0007839302,0.0003776622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001762022,0.00007186556,0.8399469,0.000677155,0.00004135299,0.0007804099,0.0005734509,0.0001936248,0.0005271531,0.0004932387,0.1076173,0.0489013],"study_design_scores_gemma":[0.0000642241,0.00004679109,0.9316391,0.0004958583,0.00004224838,0.0006106741,0.0007136035,0.0002931642,0.0001315175,0.0001378912,0.06581161,0.00001329087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6618627,0.01368462,0.0008375333,0.01414845,0.0006418207,0.001440775,0.1677031,0.0002664695,0.1394146],"genre_scores_gemma":[0.9047006,0.009145346,0.00183159,0.004272553,0.000218102,0.0005269761,0.05091999,0.00008039853,0.02830433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08133042,"threshold_uncertainty_score":0.1636187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1272511342235612,"score_gpt":0.4480993574220543,"score_spread":0.3208482231984931,"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."}}