{"id":"W4391257834","doi":"10.33029/1816-2134-2023-44-6-764-775","title":"Signaling pathways of transcription factors and the role of genes in their regulation in severe acne","year":2023,"lang":"en","type":"article","venue":"Immunologiya","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Acne; Transcription factor; Gene; Transcription (linguistics); Signal transduction; Genetics; Biology; Computational biology","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":[0.0001688649,0.0000600582,0.0001917072,0.00008525161,0.00001831733,0.00000172055,0.00002472616,0.00006239955,0.000006864018],"category_scores_gemma":[0.00002101429,0.00002966322,0.00003661677,0.0001744297,0.00006432158,0.00003438686,0.0000111168,0.00005449299,6.255299e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001178968,"about_ca_system_score_gemma":0.00001136962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000296096,"about_ca_topic_score_gemma":0.00002363759,"domain_scores_codex":[0.9996042,0.00005065195,0.0001475222,0.00007053327,0.00004740145,0.00007963686],"domain_scores_gemma":[0.9997613,0.00009281711,0.00004545847,0.00008103112,0.00001325096,0.000006082893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003217066,0.00005867413,0.2525762,0.00003834563,0.0000429325,0.000002388478,0.005005979,0.0001135673,0.7147431,0.0002611087,0.000001301258,0.02683464],"study_design_scores_gemma":[0.002282675,0.0001580903,0.7831145,0.0001242708,0.00001652029,0.000001821991,0.003812586,0.0004872255,0.2087952,0.001149614,0.00002403045,0.00003345514],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961933,0.003355823,0.000006150531,0.00008385463,0.00002442417,0.0002056007,0.00000480377,0.00001242581,0.0001135798],"genre_scores_gemma":[0.9993324,0.0005922776,0.00001053077,0.000004934137,0.000004559254,0.000007619122,0.00002097897,0.000004031027,0.00002262325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5305383,"threshold_uncertainty_score":0.1209631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196419394362115,"score_gpt":0.228212341702429,"score_spread":0.2085704022662175,"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."}}