{"id":"W4254566847","doi":"10.1097/prs.0000000000005183","title":"Spotlight in Plastic Surgery: January 2019","year":2018,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Plastic surgery; Basal cell; Reconstructive surgery; Metastasis; Dermatology; Surgery; General surgery; Pathology; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000548177,0.0004418003,0.001305434,0.001036556,0.0001381825,0.00002695988,0.0001028193,0.0001874711,0.0007914322],"category_scores_gemma":[0.005964433,0.0004093749,0.0002928978,0.0008651493,0.0009469971,0.00022994,0.000106222,0.0004057872,0.0008876843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003681645,"about_ca_system_score_gemma":0.0007216255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001144506,"about_ca_topic_score_gemma":0.0001587531,"domain_scores_codex":[0.9969798,0.0001313487,0.000844135,0.0007646143,0.0004398157,0.0008402857],"domain_scores_gemma":[0.9779755,0.02083737,0.0002688731,0.0004221039,0.0002435725,0.000252543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007734642,0.000105423,0.9596539,0.0001047861,0.0002255464,0.0003976718,0.0001541873,0.00000102905,0.0001477733,0.00006334608,0.0274493,0.01092364],"study_design_scores_gemma":[0.0006012305,0.0001049942,0.9917557,0.0008690968,0.0001054482,0.00069803,0.0002151584,0.00006055728,0.00186728,0.0002490887,0.003022637,0.0004507975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819275,0.0007507637,0.0002017111,0.0001642929,0.01007412,0.0002910561,0.00007187111,0.0001102779,0.00640848],"genre_scores_gemma":[0.9976023,0.0001923412,0.0003875712,0.0001102487,0.001333034,0.0000648848,0.00003204306,0.0000643634,0.0002131472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03210185,"threshold_uncertainty_score":0.9998903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01980667604494495,"score_gpt":0.2520531973473147,"score_spread":0.2322465213023698,"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."}}