{"id":"W2088155355","doi":"10.2340/00015555-2098","title":"Actinic Keratoses, Actinic Field Change and Associations with Squamous Cell Carcinoma in Renal Transplant Recipients in Manchester, UK","year":2014,"lang":"en","type":"article","venue":"Acta Dermato Venereologica","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"Cancer Research UK","keywords":"Actinic keratoses; Medicine; Actinic keratosis; Renal transplant; Basal cell; Dermatology; Skin cancer; Cancer; Internal medicine; Transplantation","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":[],"consensus_categories":[],"category_scores_codex":[0.00019147,0.0002398366,0.0005052791,0.0001637671,0.00007667911,0.00001541993,0.000115561,0.0001898031,0.00006761809],"category_scores_gemma":[0.00008847476,0.0001823154,0.00005321793,0.0002499644,0.00005801695,0.00009956373,0.00006179696,0.0003886048,0.000007506294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001450102,"about_ca_system_score_gemma":0.0000528574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000328122,"about_ca_topic_score_gemma":0.001279325,"domain_scores_codex":[0.9985293,0.0001325135,0.0003249839,0.0003921097,0.0001978387,0.0004233001],"domain_scores_gemma":[0.9989427,0.0004928186,0.0001524569,0.0002833564,0.00002864444,0.0000999949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002695524,0.0001631421,0.9960605,0.00004217618,0.00001749379,0.0002227866,0.001553017,0.000001436044,0.0003120418,0.000007729855,0.0003325092,0.001017605],"study_design_scores_gemma":[0.003149644,0.0005810928,0.9919389,0.0001133339,0.00005167683,0.0002092599,0.00009959909,0.00005542252,0.002870315,0.00003037538,0.0006913209,0.0002090877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944948,0.0005190108,0.000005808552,0.00180319,0.00008364023,0.0004198548,0.00001351743,0.0000265487,0.002633657],"genre_scores_gemma":[0.9981449,0.000197495,0.0001725427,0.001108354,0.00009888367,0.0001709197,0.00003463425,0.00002028083,0.00005201966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004121638,"threshold_uncertainty_score":0.7434608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03294651362093868,"score_gpt":0.2546945196705728,"score_spread":0.2217480060496341,"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."}}