{"id":"W4293168444","doi":"10.1177/09612033221122158","title":"Serologic phenotypes distinguish systemic lupus erythematosus patients developing interstitial lung disease and/or myositis","year":2022,"lang":"en","type":"article","venue":"Lupus","topic":"Inflammatory Myopathies and Dermatomyositis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Calgary; McGill University","funders":"","keywords":"Medicine; Myositis; Interstitial lung disease; Internal medicine; Hazard ratio; Cohort; Proportional hazards model; Confidence interval; Gastroenterology; Lung","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":[0.0001432187,0.0002474952,0.0003970342,0.0001158025,0.0005368721,0.00005627945,0.0001366921,0.00005431583,0.0002338279],"category_scores_gemma":[0.0001566369,0.0002114779,0.00009215109,0.000173827,0.00007854487,0.00009439953,0.0003838339,0.000255227,0.00002107416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002975376,"about_ca_system_score_gemma":0.0001358504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002351539,"about_ca_topic_score_gemma":0.000009704549,"domain_scores_codex":[0.9982898,0.0001153896,0.0004012023,0.0003953197,0.0003913373,0.000406978],"domain_scores_gemma":[0.9991359,0.00008125821,0.000155695,0.000279881,0.0001022904,0.0002449974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002277776,0.0001298387,0.9709654,0.001390505,0.0001333051,0.003544535,0.002254574,0.00002316388,0.00005994639,0.001832468,0.01575665,0.001631875],"study_design_scores_gemma":[0.06982344,0.007005539,0.3963178,0.01158065,0.005259014,0.1953694,0.02000339,0.03573146,0.0006744735,0.00346507,0.2458718,0.008897953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909611,0.001150409,0.0003566028,0.0003860358,0.005499808,0.0006572984,0.00007939286,0.0002151214,0.0006942799],"genre_scores_gemma":[0.9962198,0.00005419665,0.0002593132,0.001293193,0.0002507998,0.0001549923,0.0001408646,0.00004328523,0.001583587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5746476,"threshold_uncertainty_score":0.8623818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103338355549209,"score_gpt":0.2364054373567037,"score_spread":0.2260716018017828,"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."}}