{"id":"W4206045488","doi":"10.1007/s13671-020-00306-1","title":"Systemic Photoprotection","year":2020,"lang":"en","type":"article","venue":"Current Dermatology Reports","topic":"Skin Protection and Aging","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"Krembil Foundation","keywords":"Photoprotection; Medicine; Dermatology; Nicotinamide; Sunburn; Skin cancer; Actinic keratosis; Cancer; Internal medicine; Biochemistry; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00004390109,0.00009943591,0.000241847,0.0000575944,0.00006668319,0.000008618008,0.00002249112,0.00007149122,0.00009502879],"category_scores_gemma":[0.0001513038,0.00008859725,0.00007956518,0.0001685037,0.00003305972,0.00004330095,0.000022752,0.0002706653,0.00007131443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001847473,"about_ca_system_score_gemma":0.00005724057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002356582,"about_ca_topic_score_gemma":8.841003e-8,"domain_scores_codex":[0.9990867,0.00003245363,0.0003365399,0.000268439,0.0001221374,0.0001537516],"domain_scores_gemma":[0.9994785,0.000008229928,0.0001512509,0.0001677374,0.00004175282,0.0001525071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0002539023,0.0002787131,0.6790966,0.003180332,0.0002063094,0.02036224,0.001660514,0.00001711017,0.1982437,0.0002164491,0.0213896,0.07509447],"study_design_scores_gemma":[0.001678409,0.0001295365,0.0113779,0.000672542,0.0002199071,0.5953797,0.0002789358,0.002526729,0.2183243,0.0002441084,0.1687049,0.0004630332],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778961,0.002501224,0.008104,0.005599889,0.002188709,0.0008936761,4.779718e-7,0.0005585083,0.002257397],"genre_scores_gemma":[0.9989702,0.00002970768,0.00005566152,0.000658116,0.0001788094,0.00006508049,0.000008914022,0.00001215645,0.00002139188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6677188,"threshold_uncertainty_score":0.3612891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03920110663158521,"score_gpt":0.2973720444413031,"score_spread":0.2581709378097179,"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."}}