{"id":"W2022535492","doi":"10.1378/chest.9975","title":"Biomarkers of Lung Involvement in Systemic Sclerosis (SSc)","year":2010,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Medicine; Scleroderma (fungus); Pathogenesis; Fibrosis; Disease; Lung; Pulmonary fibrosis; Pathology; Systemic scleroderma; Idiopathic pulmonary fibrosis; Immunology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001004142,0.0007786464,0.0009846681,0.00276966,0.0004646923,0.001285348,0.0003361686,0.0013867,0.001150064],"category_scores_gemma":[0.002535572,0.00028977,0.0004017846,0.001492321,0.0003411749,0.0006896329,0.0005276476,0.0008300961,0.0004128489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002935259,"about_ca_system_score_gemma":0.0003370265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005832465,"about_ca_topic_score_gemma":0.0005639779,"domain_scores_codex":[0.9992912,0.0001875623,0.000139499,0.0000687875,0.0002211164,0.00009184065],"domain_scores_gemma":[0.9982786,0.0003937739,0.0006820557,0.00005071985,0.000319753,0.0002751217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002017591,0.0003965823,0.9239565,0.0005523,0.0003735904,0.001076499,0.0001852632,0.0003595087,0.03236154,0.0001789662,0.001263238,0.03727847],"study_design_scores_gemma":[0.0001639327,0.002442928,0.9724091,0.0002312086,0.0005279562,0.006662171,0.0003815537,0.001293698,0.01167721,0.0004333884,0.003738797,0.00003797433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657426,0.02836831,0.0007436935,0.000442333,0.0001633734,0.00009928034,0.0007445809,0.00007361681,0.003622353],"genre_scores_gemma":[0.995628,0.002070526,0.0009802029,0.0001506348,0.0001472793,0.00006867378,0.0004327876,0.000005060059,0.0005167109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00276966,"threshold_uncertainty_score":0.005310476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02661825176408598,"score_gpt":0.2590072708399339,"score_spread":0.2323890190758479,"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."}}