{"id":"W2552054283","doi":"10.12688/wellcomeopenres.9967.2","title":"Free serum haemoglobin is associated with brain atrophy in secondary progressive multiple sclerosis","year":2016,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Biotechnology and Biological Sciences Research Council; Medical Research Council; University College London; Imperial College London; National Institute for Health and Care Research; Wellcome Trust; London School of Hygiene and Tropical Medicine","keywords":"Atrophy; Biology; Multiple sclerosis; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003511595,0.0003387284,0.0003376192,0.001009352,0.0002439305,0.0003057658,0.0002568203,0.0005636162,0.001929803],"category_scores_gemma":[0.001497021,0.0002128368,0.000209008,0.000571508,0.0003186399,0.0002070459,0.0002921595,0.0003642107,0.0003467223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001743376,"about_ca_system_score_gemma":0.0001309916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009113785,"about_ca_topic_score_gemma":0.0007241039,"domain_scores_codex":[0.9997805,0.00005605104,0.00003464664,0.00005215063,0.0000568789,0.00001976076],"domain_scores_gemma":[0.9988231,0.0002011585,0.000639996,0.00004536613,0.0001424746,0.000147834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009801502,0.00006619422,0.9821191,0.00004269087,0.000124458,0.0008246721,0.0000835951,0.00007444616,0.01182097,0.00001682397,0.000250304,0.00359662],"study_design_scores_gemma":[0.000008338272,0.0002062342,0.9972649,0.000002838616,0.00002734971,0.001686541,0.00002809231,0.0001959541,0.0004790153,0.00001732461,0.00008134028,0.000002224425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994068,0.0002329623,0.00009485538,0.00003487678,0.000005112729,0.000003051588,0.00008069256,0.000009694616,0.0001319777],"genre_scores_gemma":[0.9994606,0.00006936859,0.0001234304,0.00002283531,0.0000149862,0.000003697773,0.0001526873,0.000003064448,0.0001493424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001929803,"threshold_uncertainty_score":0.006455779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2154660880916946,"score_gpt":0.397669530838533,"score_spread":0.1822034427468384,"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."}}