{"id":"W3178626996","doi":"10.1055/s-0041-1731462","title":"When Benign Becomes Cancer: Malignant Degeneration of Chronic Inflammation","year":2021,"lang":"en","type":"review","venue":"Seminars in Plastic Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Inflammation; Malignancy; Sarcoma; Degeneration (medical); Cancer; Lymphoma; Pathology; Radiation therapy; Immunology; 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":[0.0005153216,0.0004505519,0.003178652,0.0006474954,0.00004268326,0.00001493203,0.0001052197,0.0003333439,0.0002690892],"category_scores_gemma":[0.0009773665,0.0003965498,0.0004988104,0.0005483474,0.00009898274,0.00007249022,0.0001055747,0.0003313887,0.00001247997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001264576,"about_ca_system_score_gemma":0.002559121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008233195,"about_ca_topic_score_gemma":0.0002483326,"domain_scores_codex":[0.9971021,0.0001867559,0.00137403,0.0005216323,0.0004408259,0.0003746368],"domain_scores_gemma":[0.9941021,0.004545541,0.0007149939,0.0004294922,0.0001321873,0.00007575042],"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":[0.0000178469,0.00006073477,0.005072069,0.03041032,0.0003878534,0.0002760042,0.0001221714,0.00003294717,0.000009422881,0.00006373113,0.0080104,0.9555365],"study_design_scores_gemma":[0.0002497892,0.00007148691,0.0004241919,0.2123087,0.001423599,0.0001489617,0.00005062965,0.00006742594,0.0002215065,0.00001093891,0.7845793,0.0004434682],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0021561,0.9942523,0.00005633597,0.00004828027,0.002786984,0.0005028962,0.00007751399,0.00002144379,0.00009818405],"genre_scores_gemma":[0.0004617447,0.9971365,0.0001899799,0.000006356172,0.0009141096,0.00047283,0.0004769402,0.00007055651,0.0002709562],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.955093,"threshold_uncertainty_score":0.9998487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04540172197887514,"score_gpt":0.3240762184465707,"score_spread":0.2786744964676955,"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."}}