{"id":"W2884849928","doi":"","title":"Spinal Cord MRS Biomarkers of Clinical Impairment in Chronic Spinal Cord Injury","year":2018,"lang":"en","type":"article","venue":"Max Planck Digital Library","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tongji Medical College, Huazhong University of Science and Technology; School of Medicine, Stanford University; Centre Hospitalier Universitaire de Rennes; Feinberg School of Medicine; Southern Medical University; Max-Planck-Institut für Kognitions- und Neurowissenschaften; Huazhong University of Science and Technology; Universität Zürich; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital; Université de Montréal; Centre National de la Recherche Scientifique; Vanderbilt University; Università degli Studi di Pavia; Tongji University; Institut National de la Santé et de la Recherche Médicale; University of Toronto; Eidgenössische Technische Hochschule Zürich; Wellcome Trust; Polytechnique Montréal; University College London; King's College London; McGill University; Institut national de recherche en informatique et en automatique (INRIA); Aix-Marseille Université; Vanderbilt University Medical Center; Johns Hopkins University; Northwestern University","keywords":"Medicine; Spinal cord injury; Spinal cord; Physical medicine and rehabilitation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001415162,0.000197647,0.000424503,0.0001882145,0.00002076622,0.00008388053,0.000278534,0.0001082268,0.0002997115],"category_scores_gemma":[0.00004259586,0.0001799435,0.0001680002,0.0004015639,0.0002555205,0.0006103514,0.0001113507,0.0002484745,0.000207033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000368724,"about_ca_system_score_gemma":0.0001055358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007644128,"about_ca_topic_score_gemma":0.000001208419,"domain_scores_codex":[0.9983823,0.00002592077,0.0007186707,0.000267846,0.0002397278,0.0003655646],"domain_scores_gemma":[0.9993792,0.00004534651,0.00007808565,0.000269297,0.00001096312,0.0002170784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002372629,0.0002418225,0.2755288,0.0004036417,0.0002947726,0.0001629239,0.00001111882,0.00002270256,0.0002628322,0.0001263461,0.07596605,0.6446064],"study_design_scores_gemma":[0.004333073,0.02095583,0.6308221,0.002763112,0.0001513243,0.00007272988,0.00017291,0.0449508,0.004658934,0.00257333,0.2865251,0.002020772],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772887,0.0005250112,0.0001966489,0.0001479832,0.0005561329,0.0001042559,0.0001873656,0.000251957,0.02074197],"genre_scores_gemma":[0.9985059,0.00005715024,0.0003692392,0.0001121613,0.0005780053,0.000005437969,0.0001153283,0.00003423538,0.0002224919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6425856,"threshold_uncertainty_score":0.7337883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121207124785162,"score_gpt":0.301697378753087,"score_spread":0.2804853075052354,"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."}}