{"id":"W4408225242","doi":"10.58931/cdt.2024.54128","title":"Systemic Sclerosis: Pathogenesis, Diagnosis, and Management","year":2024,"lang":"en","type":"article","venue":"Canadian dermatology today.","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Pathogenesis; Medicine; Multiple sclerosis; Intensive care medicine; Immunology","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":[0.00008382853,0.0001907161,0.0003263212,0.0004356162,0.0001247719,0.00006350144,0.00008371782,0.0002288951,0.0001589726],"category_scores_gemma":[0.00001801748,0.0001626985,0.00009389159,0.0002638287,0.00009834927,0.00005639292,0.00002762894,0.0001286374,0.0003227225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001767549,"about_ca_system_score_gemma":0.0002654253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002419797,"about_ca_topic_score_gemma":0.002017713,"domain_scores_codex":[0.9986783,0.00005792656,0.0003007084,0.0004113575,0.0001217745,0.0004299332],"domain_scores_gemma":[0.9988464,0.00005282781,0.00002595468,0.0002911779,0.00003299013,0.0007506535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00004146453,0.0001021837,0.3472567,0.008071383,0.001894007,0.02029553,0.0007670681,0.000005463707,0.002144166,0.02097217,0.4726426,0.1258072],"study_design_scores_gemma":[0.003357878,0.0001495479,0.5621815,0.04845498,0.003400914,0.05143287,0.002754136,0.0009665377,0.001810271,0.0003128771,0.3237862,0.001392366],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5940558,0.3922528,0.00001314032,0.006255823,0.0009234465,0.0007484394,0.00006350317,0.0002209982,0.005466095],"genre_scores_gemma":[0.9567746,0.04042654,0.00004852452,0.001782423,0.00008715945,0.0002884696,0.00003318175,0.00003674545,0.0005223732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3627188,"threshold_uncertainty_score":0.6634654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942943091645137,"score_gpt":0.2367336266394137,"score_spread":0.2173041957229623,"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."}}