{"id":"W2028710709","doi":"10.1097/01.prs.0000279324.35616.72","title":"Immediate, Optimal Reconstruction of Facial Lentigo Maligna and Melanoma following Total Peripheral Margin Control","year":2007,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Lentigo maligna; Lentigo maligna melanoma; Biopsy; Surgery; Melanoma; Radiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005815304,0.0002654354,0.0007000307,0.0004775511,0.0001221378,0.00002588466,0.00003724545,0.0001508327,0.0003902098],"category_scores_gemma":[0.0004974079,0.0002630603,0.0003097027,0.0002237609,0.0002659419,0.0001617764,0.00003821683,0.0002189621,0.00001103112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001372776,"about_ca_system_score_gemma":0.0001092758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004196669,"about_ca_topic_score_gemma":0.000016907,"domain_scores_codex":[0.9980584,0.00006123173,0.0006824575,0.0004191606,0.000300094,0.0004786037],"domain_scores_gemma":[0.9981789,0.001063753,0.0002646872,0.0001592926,0.0001064472,0.0002269172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003585147,0.0001394859,0.6286157,0.0002155031,0.001127199,0.0007455654,0.0002697415,0.00002885758,0.02586683,0.000229144,0.0001435266,0.3390333],"study_design_scores_gemma":[0.008793683,0.0009720844,0.9389678,0.0007197729,0.00119134,0.021729,0.005732114,0.002230379,0.01728342,0.0001695532,0.001046174,0.001164673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853082,0.0001526804,0.007335065,0.00003581283,0.004192536,0.0004040067,0.00003403318,0.00007475454,0.002462955],"genre_scores_gemma":[0.9979253,0.00002325768,0.001448011,0.00003191494,0.0002994794,0.00001399445,0.00001348832,0.00002827586,0.0002162178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3378687,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008942498834509848,"score_gpt":0.2196567159111678,"score_spread":0.2107142170766579,"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."}}