{"id":"W4317233319","doi":"10.1111/jdv.18880","title":"Lentigo maligna (melanoma): A systematic review and meta‐analysis on surgical techniques and presurgical mapping by reflectance confocal microscopy","year":2023,"lang":"en","type":"review","venue":"Journal of the European Academy of Dermatology and Venereology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Lentigo maligna; Lentigo maligna melanoma; Confocal; Dermatology; Confocal microscopy; Melanoma; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007929857,0.001795007,0.01187728,0.004862512,0.000508814,0.002283282,0.00149487,0.001624158,0.002657454],"category_scores_gemma":[0.0169697,0.0009758003,0.02273122,0.006708533,0.000518196,0.001164701,0.0009929821,0.001226772,0.0001867639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370883,"about_ca_system_score_gemma":0.002149992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005706581,"about_ca_topic_score_gemma":0.01358831,"domain_scores_codex":[0.994639,0.002321296,0.001673446,0.0006318873,0.0005494905,0.0001849013],"domain_scores_gemma":[0.9873585,0.009245409,0.002247672,0.0003093336,0.0006759691,0.0001631545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002039405,0.00004265631,0.01001108,0.4713866,0.4989417,0.0001825357,0.0001186343,0.0003310511,0.0002993056,0.000126371,0.0006288717,0.01589187],"study_design_scores_gemma":[0.0004997938,0.0002241622,0.01057094,0.02942382,0.9566419,0.0001591834,0.00007023418,0.0001357327,0.0001045671,0.000145138,0.001999919,0.00002456025],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005502181,0.9935946,0.0001930173,0.0001152794,0.00005808776,0.00009732741,0.0002946369,0.000007414599,0.0001373872],"genre_scores_gemma":[0.1640109,0.8324977,0.001275674,0.0006309122,0.0001781557,0.0005706841,0.0005839145,0.00001468081,0.0002375517],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01187728,"threshold_uncertainty_score":0.04193759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06035888434127823,"score_gpt":0.3608536105608194,"score_spread":0.3004947262195412,"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."}}