{"id":"W2471329098","doi":"10.1177/0961203316655213","title":"Treatment pathways in an inception lupus cohort over the first three years","year":2016,"lang":"en","type":"article","venue":"Lupus","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital District Health Authority; GlaxoSmithKline (Canada); Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Rheumatology; Internal medicine; Systemic lupus erythematosus; Cohort; Demographics; Systemic lupus; Disease; Demography","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":[0.0003039645,0.000168885,0.0002895923,0.0001253943,0.00006488957,0.00002646168,0.0001748513,0.0001194323,0.0003424137],"category_scores_gemma":[0.0000619811,0.00008205714,0.0000864303,0.000203029,0.0001141312,0.0001281951,0.0000601584,0.0001032681,0.0004591337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008354496,"about_ca_system_score_gemma":0.0001051879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003008773,"about_ca_topic_score_gemma":0.004000941,"domain_scores_codex":[0.9984278,0.00007096896,0.0002723319,0.0003513424,0.0004860363,0.0003915071],"domain_scores_gemma":[0.9988235,0.0001537568,0.00005920068,0.0007794319,0.00005083072,0.0001332587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00015555,0.0001488101,0.9857572,0.00002627015,0.00003735108,0.0001514348,0.001318047,7.3901e-7,0.002075088,0.0002093857,0.002061523,0.008058644],"study_design_scores_gemma":[0.009044765,0.001182319,0.9383339,0.0006652612,0.00007187286,0.007367086,0.0005697004,0.0003543092,0.0005900014,0.0005944443,0.04093396,0.0002924017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947532,0.0002800991,0.00003979253,0.0009095509,0.001346543,0.001104823,0.00000966514,0.00007170256,0.001484653],"genre_scores_gemma":[0.9929165,0.0002115142,0.00003291989,0.00009449722,0.0002700179,0.0002224919,0.000009797687,0.00003619419,0.006206059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04742328,"threshold_uncertainty_score":0.5901389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03218306967921264,"score_gpt":0.292436402395355,"score_spread":0.2602533327161424,"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."}}