{"id":"W4402272950","doi":"10.1136/lupus-2024-la.2","title":"02 Lupus and cancer","year":2024,"lang":"en","type":"article","venue":"Abstracts","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Systemic lupus erythematosus; Cancer; Computer science; Medicine; Internal medicine; Disease","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":[0.0001709577,0.00007257838,0.000127371,0.00008022297,0.00002277719,0.00004540017,0.00003359503,0.00005886341,0.0002883976],"category_scores_gemma":[0.00005993602,0.00005365774,0.00002851422,0.0001076405,0.00004024124,0.00006140731,0.00002451249,0.0001650904,0.0003733331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006164255,"about_ca_system_score_gemma":0.0001346044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001720506,"about_ca_topic_score_gemma":0.00002456117,"domain_scores_codex":[0.9992519,0.000008381474,0.000134042,0.0001868278,0.0002270613,0.0001917909],"domain_scores_gemma":[0.9995708,0.00009678038,0.00001164973,0.0001453166,0.00003427843,0.0001411745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000206424,0.000168503,0.3663283,0.01226417,0.0007027915,0.006022075,0.007252924,0.00001544192,0.0766828,0.002301619,0.2868533,0.2412016],"study_design_scores_gemma":[0.002482105,0.0002896815,0.101801,0.007664208,0.0002401176,0.0773604,0.001258517,0.001137951,0.02007647,0.0009773811,0.7861986,0.0005136829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529152,0.01765328,0.000002961153,0.00214284,0.0006519998,0.0001984278,0.000004364285,0.0001071921,0.02632372],"genre_scores_gemma":[0.9775351,0.0009459162,0.00005514598,0.0001169237,0.0002834266,0.00002436282,0.000002653307,0.0000207289,0.02101571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4993452,"threshold_uncertainty_score":0.4798567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03012869475480723,"score_gpt":0.3446512539795058,"score_spread":0.3145225592246986,"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."}}