{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003837881,0.0002639621,0.0003610123,0.0007476053,0.0004812658,0.001035912,0.0003607926,0.0005521601,0.005864521],"category_scores_gemma":[0.004404755,0.0001543825,0.0004713458,0.001242323,0.0002702224,0.0005478893,0.0004938024,0.001238504,0.00023161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005880506,"about_ca_system_score_gemma":0.0009418353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003234631,"about_ca_topic_score_gemma":0.004177221,"domain_scores_codex":[0.9992923,0.0001614771,0.0001176186,0.00004971277,0.0001792064,0.0001998234],"domain_scores_gemma":[0.9949211,0.001307326,0.002324,0.0001163284,0.0004210043,0.0009100747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001358296,0.00004635542,0.9977371,0.00001709714,0.00005359317,0.0001780817,0.00001333153,0.00006716682,0.00006851678,0.00008274322,0.0002952708,0.001304839],"study_design_scores_gemma":[0.00001038558,0.0000550541,0.9979779,0.00002223629,0.00004848624,0.0008089269,0.0001518428,0.0004055151,0.0000476523,0.0001198517,0.0003471786,0.000005119838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930733,0.001509619,0.0001395811,0.0007010336,0.00003759422,0.00001501102,0.0006957608,0.000006632396,0.003821574],"genre_scores_gemma":[0.9990385,0.0002208264,0.0001126991,0.00007513685,0.00005054008,0.000005442106,0.0003404174,0.000001824509,0.0001546584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005864521,"threshold_uncertainty_score":0.01961881,"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."}}