{"id":"W3185976472","doi":"10.2196/26823","title":"Predicting Biologic Therapy Outcome of Patients With Spondyloarthritis: Joint Models for Longitudinal and Survival Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto de Telecomunicações; European Commission","keywords":"Medicine; Disease; Medical record; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002340543,0.0001814612,0.000760695,0.0001222523,0.00009491831,0.00001569761,0.00005157628,0.0001285722,0.0001027237],"category_scores_gemma":[0.0001436952,0.0001187603,0.0001717153,0.000384564,0.0001738353,0.00012815,0.00007418551,0.0001421941,0.000001103486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002626628,"about_ca_system_score_gemma":0.00007560754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001290673,"about_ca_topic_score_gemma":0.00004697198,"domain_scores_codex":[0.9982274,0.00002273739,0.000726411,0.0001529895,0.0005991407,0.0002713373],"domain_scores_gemma":[0.998859,0.0001254119,0.0002194472,0.00022306,0.0003598325,0.0002132019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003040829,0.000390618,0.9881801,0.0001750242,0.001216793,0.00002681156,0.0007369366,0.00001097712,0.000001212394,0.0002079812,0.0000239577,0.008725505],"study_design_scores_gemma":[0.0163145,0.00200124,0.969972,0.0002757422,0.0007074922,0.00003363011,0.002121476,0.007788956,0.00007699514,0.0001418006,0.000341899,0.0002242941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959067,0.0006315922,0.002068622,0.0001419026,0.0000719072,0.0005585464,0.0001676284,0.00003223188,0.0004208325],"genre_scores_gemma":[0.9952206,0.0004738016,0.003545041,0.0002316855,0.00003910375,0.00008905657,0.0003565671,0.00001135113,0.00003277937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01820813,"threshold_uncertainty_score":0.4842906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04278176852146149,"score_gpt":0.3048518796674442,"score_spread":0.2620701111459827,"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."}}