{"id":"W4200011562","doi":"10.3390/curroncol28060452","title":"Extent of Groin Dissection in Melanoma: A Mixed-Methods, Population-Based Study of Practice Patterns and Outcomes","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; University of Toronto; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Dissection (medical); Surgery; Lymphedema; Groin; Perioperative; Melanoma; Retrospective cohort study; Lymph node; General surgery; Cancer; Internal medicine; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00307085,0.0001845467,0.000331039,0.001835151,0.0002760692,0.0009045096,0.000346892,0.0003404313,0.001041791],"category_scores_gemma":[0.008172535,0.000243282,0.0004389372,0.002413401,0.0003064011,0.0008788623,0.0006598812,0.00025743,0.000214652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004926935,"about_ca_system_score_gemma":0.0003741527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002687072,"about_ca_topic_score_gemma":0.004610726,"domain_scores_codex":[0.9973944,0.001394715,0.0003591584,0.0003391787,0.0003773421,0.0001350466],"domain_scores_gemma":[0.9917853,0.002582698,0.004516512,0.0003815693,0.0003736114,0.000360394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006228505,0.00002444275,0.9979147,0.00003423716,0.00006124664,0.00002705151,0.000225533,0.00001559071,0.00005620587,0.00001504099,0.00003168867,0.001531937],"study_design_scores_gemma":[0.00001249854,0.0002702833,0.9974579,0.00004384252,0.00006568687,0.0003521591,0.001242484,0.0002443353,0.00005019834,0.00003548779,0.0002180361,0.000007026513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981593,0.001023857,0.0002020632,0.00005058762,0.000003062063,0.00002485449,0.0002237811,0.000003143908,0.0003092272],"genre_scores_gemma":[0.9994024,0.0002576152,0.0001276564,0.00002769001,0.000005389578,0.00002308242,0.0001075183,0.000001882899,0.00004687053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00307085,"threshold_uncertainty_score":0.01624036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.049821683226924,"score_gpt":0.4320924387295403,"score_spread":0.3822707555026164,"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."}}