{"id":"W3007231342","doi":"10.1080/21678421.2020.1727926","title":"Spectroscopic markers of neurodegeneration in the mesial prefrontal cortex predict survival in ALS","year":2020,"lang":"nl","type":"article","venue":"Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women and Children’s Health Research Institute; University of Alberta","funders":"","keywords":"Astrogliosis; Prefrontal cortex; Multivariate analysis; Proportional hazards model; Univariate analysis; Medicine; Internal medicine; Neurodegeneration; Survival analysis; Metabolite; Oncology; Central nervous system; Psychiatry","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":[0.0003699647,0.0002034607,0.0001292726,0.0003098386,0.0001858949,0.0002138221,0.0001039379,0.0002099737,0.0009197827],"category_scores_gemma":[0.0009521446,0.0000779179,0.0001773769,0.0001351467,0.0001587973,0.0001644728,0.000176189,0.0001834012,0.00009607602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722664,"about_ca_system_score_gemma":0.000164447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179958,"about_ca_topic_score_gemma":0.00215289,"domain_scores_codex":[0.9999378,0.000017934,0.000005594191,0.00001222397,0.00001154824,0.00001494795],"domain_scores_gemma":[0.9994767,0.0001034515,0.0002676733,0.0000169968,0.00004930735,0.0000857692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005781055,0.00004439422,0.992726,0.000008144687,0.00004005772,0.0001472972,0.00006696268,0.0001911355,0.002797633,0.00001033449,0.00004196788,0.003347941],"study_design_scores_gemma":[0.000008444396,0.0001958014,0.9985795,0.000003782046,0.00002167837,0.0003206364,0.00007672219,0.0003577051,0.0003445449,0.00002842473,0.00005995606,0.000002735065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997954,0.00007856161,0.00004145817,0.00001034898,7.265546e-7,8.9307e-7,0.00002834339,0.000001084671,0.00004318114],"genre_scores_gemma":[0.9998153,0.00002728907,0.00005738625,0.000002786746,0.000001816148,0.000001038758,0.00004337338,2.381343e-7,0.00005090704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001179958,"threshold_uncertainty_score":0.00307703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04614306508610218,"score_gpt":0.2629790994435194,"score_spread":0.2168360343574173,"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."}}