{"id":"W4253948594","doi":"10.1007/s40278-014-0734-8","title":"Canadian Benlysta label updated to include risk of PML","year":2014,"lang":"en","type":"article","venue":"Reactions Weekly","topic":"Biotin and Related Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001314904,0.00008669686,0.00010271,0.00008232073,0.0001555038,0.000006716495,0.0001014122,0.0001546096,0.00002076868],"category_scores_gemma":[0.0001145616,0.00007777834,0.00004389325,0.000146271,0.00003399877,0.000001446856,0.00005105067,0.0001052657,0.00005294751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002675265,"about_ca_system_score_gemma":0.00007628126,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03847389,"about_ca_topic_score_gemma":0.06905028,"domain_scores_codex":[0.9994028,0.00004368822,0.0001441829,0.0001746561,0.0000581755,0.000176453],"domain_scores_gemma":[0.9994415,0.000008499851,0.0000557173,0.000261783,0.00008873268,0.0001437809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000464894,0.0001512944,0.01165742,0.00002137755,0.0005401862,0.000001583333,0.0001540308,0.0001845585,0.8526983,0.0008970616,0.1240937,0.009554],"study_design_scores_gemma":[0.0003071875,0.0002093153,0.01172586,0.00001361963,0.00005652077,0.000007163942,0.0001336958,0.00006937423,0.06261358,0.00005734906,0.9246461,0.0001602112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591451,0.0003073536,0.0006216925,0.002797152,0.0003417715,0.0001740826,0.0001266411,0.00002314454,0.03646308],"genre_scores_gemma":[0.9938549,0.0002376231,0.0006571711,0.000196159,0.00009606007,0.000004956849,0.00007936022,0.00001220672,0.004861508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8005524,"threshold_uncertainty_score":0.967929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00563919589133537,"score_gpt":0.2332091915213706,"score_spread":0.2275699956300352,"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."}}