{"id":"W2979631455","doi":"10.1016/j.clinthera.2019.09.011","title":"Predictors of High-cost Patients With Noninfectious Inflammatory Eye Diseases","year":2019,"lang":"en","type":"article","venue":"Clinical Therapeutics","topic":"Ocular Diseases and Behçet’s Syndrome","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Mallinckrodt Pharmaceuticals","keywords":"Medicine; Dermatology; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001164897,0.0001755338,0.0005089266,0.00005255684,0.00002876028,0.00001034916,0.0001088335,0.0001458278,0.0002909429],"category_scores_gemma":[0.00004689207,0.0001205578,0.0002461541,0.000137547,0.0002050576,0.00006333057,0.00004595929,0.0002168544,0.00008809014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000029178,"about_ca_system_score_gemma":0.0001546157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003412234,"about_ca_topic_score_gemma":0.000001071078,"domain_scores_codex":[0.998506,0.00006877504,0.0005241792,0.0002899802,0.0003874413,0.0002236001],"domain_scores_gemma":[0.9986107,0.0001651473,0.0002105252,0.0005570265,0.0002071189,0.000249486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005990239,0.00142709,0.9930808,0.00009866992,0.0005061608,0.000009240905,0.00001471349,0.00001304273,0.00001530249,0.00003836833,0.00005950271,0.004138107],"study_design_scores_gemma":[0.004890869,0.002105428,0.983117,0.0001273558,0.0007570453,0.000001511077,0.00001015947,0.00004843171,0.00003586191,0.0000407559,0.008716977,0.0001485695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978036,0.0001836699,0.00003140542,0.00009430145,0.000709535,0.0007712691,0.00007499359,0.00007013806,0.0002610876],"genre_scores_gemma":[0.9983789,0.0001144677,0.00007798414,0.0006883189,0.0001689219,0.00000999489,0.00008861747,0.00004067012,0.0004320957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009963742,"threshold_uncertainty_score":0.4916206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569343503322343,"score_gpt":0.3044360281053684,"score_spread":0.2887425930721449,"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."}}