{"id":"W2955183434","doi":"10.1186/s12969-019-0327-4","title":"Research priorities in childhood-onset lupus: results of a multidisciplinary prioritization exercise","year":2019,"lang":"en","type":"article","venue":"Pediatric Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Lupus Foundation of America","keywords":"Medicine; Multidisciplinary approach; Prioritization; Rheumatology; Systemic lupus erythematosus; Physical therapy; Internal medicine; Medical physics; Disease; Management science; Engineering","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":[0.002914121,0.0002170857,0.001112952,0.001861347,0.00006976712,0.00001439925,0.0003270535,0.0003739436,0.00008782769],"category_scores_gemma":[0.001888256,0.0001982087,0.0001105497,0.001800865,0.0001955672,0.0001350382,0.0003302637,0.0007011316,0.0004003443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002189499,"about_ca_system_score_gemma":0.001220781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004626066,"about_ca_topic_score_gemma":0.00004302531,"domain_scores_codex":[0.9957019,0.0004775707,0.001375672,0.0006434888,0.0009971355,0.0008042057],"domain_scores_gemma":[0.9964554,0.001702362,0.0002673315,0.0008581128,0.0005395822,0.0001771602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001003174,0.0003611397,0.9861765,0.002893883,0.00001740076,0.00005802832,0.006521969,0.000009712518,0.00007043661,0.0001650909,0.00243722,0.0002854476],"study_design_scores_gemma":[0.02938931,0.001416571,0.9192575,0.003808934,0.0000889294,0.02364894,0.01843445,0.001334767,0.0004625904,0.001184931,0.0003148945,0.0006582519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903255,0.004405485,0.000006858527,0.0004082303,0.0005597448,0.002039969,0.00003149842,0.00006622505,0.002156504],"genre_scores_gemma":[0.9905707,0.006844993,0.0004802014,0.000004226315,0.00006044213,0.0001062387,0.00006083649,0.00004879883,0.00182352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06691907,"threshold_uncertainty_score":0.8082716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02246434972204052,"score_gpt":0.3310972895905216,"score_spread":0.3086329398684811,"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."}}