{"id":"W2649952164","doi":"10.1136/lupus-2017-000215.176","title":"176 Accrual of disease comorbidities over 8 years in a multicentre inception sle cohort","year":2017,"lang":"en","type":"article","venue":"","topic":"Bone and Joint Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Cohort; Osteoporosis; Diabetes mellitus; Population; Pediatrics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000566313,0.00006353682,0.0001706566,0.00005093417,0.00003226581,0.00001470199,0.00005654694,0.00003020375,0.001051952],"category_scores_gemma":[0.0001398182,0.00005497688,0.00006212277,0.00002100124,0.00009774674,0.0001401031,0.00004911712,0.00005495326,0.00003645002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000226334,"about_ca_system_score_gemma":0.00007010528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000866335,"about_ca_topic_score_gemma":0.0002438352,"domain_scores_codex":[0.9994494,0.00001334933,0.0001451483,0.0001149419,0.0001653762,0.0001117716],"domain_scores_gemma":[0.999433,0.00001913388,0.0000670169,0.0003295038,0.00003015711,0.0001211588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003563623,0.0002634527,0.991869,0.00006565484,0.00002056024,0.00006283309,0.0001340787,0.00000131905,0.0006139344,0.0001673282,0.004867938,0.001577542],"study_design_scores_gemma":[0.001556957,0.00003656638,0.9965068,0.0001144592,0.00006943272,6.325017e-7,0.0002275577,0.0002577816,0.0001990758,0.0000734921,0.0008962637,0.00006103644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953591,0.00008689292,0.000005169543,0.0002899678,0.00009036232,0.0002307304,0.00002605352,0.00001922741,0.003892486],"genre_scores_gemma":[0.9971529,0.00007912295,0.00007947232,0.0001993094,0.00006070364,0.000008843635,0.00002248476,0.000007647092,0.002389539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004637749,"threshold_uncertainty_score":0.9998612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02158964274997897,"score_gpt":0.3124851413891623,"score_spread":0.2908954986391833,"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."}}