{"id":"W2901261455","doi":"10.1016/j.fsc.2018.08.001","title":"Nonmelanoma Skin Cancer","year":2018,"lang":"en","type":"review","venue":"Facial Plastic Surgery Clinics of North America","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; St. Joseph's Hospital; University of Toronto","funders":"","keywords":"Medicine; Head and neck; Skin cancer; Gold standard (test); Head and neck cancer; Surgery; Cancer; Dermatology; General surgery; Radiology; Radiation therapy; Internal medicine","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":[0.0002945204,0.0009003691,0.006767728,0.0005620683,0.0001214975,0.00001627964,0.0003546918,0.0004063205,0.0006564077],"category_scores_gemma":[0.00348777,0.0007549055,0.002050628,0.001115457,0.0009255525,0.00006320368,0.000267824,0.0007129365,0.0007062312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000243616,"about_ca_system_score_gemma":0.002768843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001396688,"about_ca_topic_score_gemma":0.0001536749,"domain_scores_codex":[0.9948226,0.0001694409,0.002497988,0.0009854712,0.0007638602,0.0007606859],"domain_scores_gemma":[0.9858299,0.01042853,0.002184128,0.0008795377,0.0003255841,0.0003523002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000137996,0.0001761269,0.05314022,0.01092634,0.001284593,0.0001041713,0.00003440486,0.000001064598,3.846909e-9,3.013731e-7,0.02070288,0.9134919],"study_design_scores_gemma":[0.0002262428,0.0002961411,0.01653453,0.01169914,0.002648014,0.00003291322,0.000008095662,0.000004218178,1.784411e-7,0.00000140492,0.9679497,0.0005994419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001064782,0.9888293,0.00006729529,0.00001876413,0.007117451,0.0007257699,0.001592858,0.00006635403,0.0005174548],"genre_scores_gemma":[0.0001685648,0.9954869,0.0002430484,0.0001207553,0.00272234,0.0002636902,0.0005347392,0.000158057,0.0003019771],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9472468,"threshold_uncertainty_score":0.9994902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06916791172809582,"score_gpt":0.3666746634169344,"score_spread":0.2975067516888386,"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."}}