{"id":"W2090603901","doi":"10.1023/b:caco.0000024314.53427.27","title":"Prevention of Skin Cancer","year":2004,"lang":"en","type":"article","venue":"Cancer Causes & Control","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Cancer Care Ontario","funders":"","keywords":"Medicine; Epidemiology; Public health; Skin cancer; Cancer; Hematology; Dermatology; Internal medicine; Oncology; Pathology","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":[0.00007999573,0.000177042,0.0005195136,0.00008220223,0.00005135903,0.000006629607,0.00008631464,0.00007296722,0.0004385232],"category_scores_gemma":[0.00003718995,0.0001543675,0.0001660113,0.0001891968,0.0001311139,0.0000797629,0.00002458056,0.0001289375,0.00001462029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000467826,"about_ca_system_score_gemma":0.0005562443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541293,"about_ca_topic_score_gemma":0.001489957,"domain_scores_codex":[0.998828,0.00002094979,0.000317892,0.0002747519,0.0002763933,0.000282005],"domain_scores_gemma":[0.9992108,0.00003579636,0.0001783276,0.0002853743,0.0001964224,0.00009331098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003361717,0.0008977916,0.7809128,0.001378838,0.004606957,0.0001472483,0.002834222,0.002696102,0.05345364,0.003154785,0.008247892,0.138308],"study_design_scores_gemma":[0.02579166,0.0008662273,0.8443573,0.001729388,0.001669416,0.00003372908,0.0002558161,0.00002974739,0.08633601,0.001314157,0.03711638,0.0005001309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942342,0.04506297,0.001948323,0.005093441,0.001176008,0.001294807,0.0001449604,0.00008742576,0.002850102],"genre_scores_gemma":[0.994938,0.002018715,0.0001738031,0.0008414292,0.0005998149,0.0005163674,0.000003622483,0.00003204887,0.0008761669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1378079,"threshold_uncertainty_score":0.6294923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201117329849588,"score_gpt":0.3324421255725398,"score_spread":0.3104309522740439,"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."}}