{"id":"W2338784321","doi":"10.5301/jsrd.5000198","title":"Systemic sclerosis trial design moving forward","year":2016,"lang":"en","type":"article","venue":"Journal of Scleroderma and Related Disorders","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; Mount Sinai Hospital","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases","keywords":"Rheumatism; Medicine; Clinical trial; Rheumatology; Construct (python library); Rheumatic disease; Intensive care medicine; Physical therapy; League; Disease; Internal medicine; Alternative medicine; Physical medicine and rehabilitation; Pathology; Computer science","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":[0.0007670184,0.0002544172,0.0006608542,0.0003421086,0.0001507755,0.00003920786,0.0001376793,0.0003392799,0.0001233779],"category_scores_gemma":[0.0003422526,0.0001366736,0.000399158,0.0002693636,0.0001786988,0.0002957341,0.00003644809,0.0002864217,0.00002794899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009416737,"about_ca_system_score_gemma":0.000203082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006331856,"about_ca_topic_score_gemma":3.200358e-7,"domain_scores_codex":[0.9975423,0.0002019255,0.001143662,0.0002571073,0.0005082379,0.0003467922],"domain_scores_gemma":[0.998148,0.0002985211,0.0006909964,0.0002259134,0.0002106715,0.0004259573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.0759545,0.001676057,0.01375132,0.0005352002,0.004586742,0.0002293195,0.001910936,0.0003886132,0.3361216,0.0003112467,0.02063737,0.5438971],"study_design_scores_gemma":[0.7488284,0.0145634,0.09486699,0.09711716,0.007769227,0.01212461,0.007338459,0.001210776,0.007961299,0.004041886,0.001840637,0.002337198],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640446,0.02844325,0.00208113,0.002796247,0.001180853,0.0006780047,0.000003686586,0.00005496293,0.0007172312],"genre_scores_gemma":[0.9589674,0.04002253,0.0002023851,0.0001155037,0.0001869841,0.000008317347,8.003526e-7,0.00004166082,0.00045443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6728739,"threshold_uncertainty_score":0.5573389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02324461990413966,"score_gpt":0.2368477551343052,"score_spread":0.2136031352301656,"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."}}