{"id":"W4310462913","doi":"10.1002/dta.3411","title":"Towards a robust test to detect gene doping for anabolic enhancement in human athletes","year":2022,"lang":"en","type":"article","venue":"Drug Testing and Analysis","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Anti-Doping Agency","keywords":"Transgene; Gene; Polymerase chain reaction; Anabolism; Real-time polymerase chain reaction; Biology; Computational biology; Medicine; Genetics; Endocrinology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006591519,0.0001237069,0.0001975883,0.0002796613,0.0003299367,0.00003607728,0.000184602,0.00002333192,0.00002329039],"category_scores_gemma":[0.0003205564,0.0001318978,0.00009534774,0.0009234738,0.00002298577,0.00000185543,0.0002134341,0.00008256374,5.155878e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003926997,"about_ca_system_score_gemma":0.0000529237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002595127,"about_ca_topic_score_gemma":0.0005863881,"domain_scores_codex":[0.998833,0.00007913288,0.0002016023,0.0004234718,0.0001569538,0.0003058442],"domain_scores_gemma":[0.9994859,0.00006620941,0.00005392051,0.0002474074,0.00006548245,0.00008107951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006902684,0.00004914045,0.01395351,0.00001372993,0.0001443529,0.000002684454,0.0001068175,0.01702009,0.9466018,0.000001010293,0.0000740329,0.0219638],"study_design_scores_gemma":[0.00110216,0.002777504,0.006039524,0.00002031433,0.0002209966,0.000003386688,0.0002817957,0.01739369,0.9703646,0.0001199165,0.001173785,0.0005022851],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968693,0.0007748437,0.001824809,0.0001710709,0.00001048295,0.0002187855,0.00004483721,0.00001211137,0.00007374174],"genre_scores_gemma":[0.9934958,0.00002730411,0.005493361,0.0002399384,0.00007949468,0.0002754902,0.0001064199,0.00001765999,0.0002645366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02376283,"threshold_uncertainty_score":0.5378639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03118519817406819,"score_gpt":0.3107722817726742,"score_spread":0.2795870835986061,"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."}}