{"id":"W3048874536","doi":"10.1177/1352458520948221","title":"Autofluorescence spectroscopy as a proxy for chronic white matter pathology","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Autofluorescence; Pathology; White matter; Medicine; Physics; Magnetic resonance imaging; Radiology; Optics","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":[0.001045413,0.0004346162,0.0002028624,0.001644267,0.0003508096,0.0004405439,0.0003261592,0.0006114542,0.00167631],"category_scores_gemma":[0.0007107005,0.0001448935,0.0001506993,0.000640748,0.0006651401,0.0005567232,0.0003691232,0.0005461297,0.0002779668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003405969,"about_ca_system_score_gemma":0.000339827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007952648,"about_ca_topic_score_gemma":0.001241798,"domain_scores_codex":[0.9996744,0.0001064055,0.00003810367,0.00006151618,0.00008299889,0.0000365715],"domain_scores_gemma":[0.9990707,0.0002594616,0.000318972,0.0000782927,0.000172335,0.0001002788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006658324,0.0001530284,0.07123308,0.0002831105,0.00006331294,0.000375784,0.000262384,0.0002227281,0.9161236,0.0004638627,0.0002168573,0.009936388],"study_design_scores_gemma":[0.00002880939,0.001748394,0.3887701,0.0000980157,0.0001313008,0.005792294,0.0006117662,0.004201742,0.5948958,0.0009679673,0.002719896,0.00003397549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978361,0.004584223,0.01418856,0.00009714445,0.00003073257,0.00007494731,0.000296028,0.0001260546,0.002241305],"genre_scores_gemma":[0.9886232,0.00119529,0.009092075,0.00005139245,0.0000140997,0.00005130983,0.0002057063,0.00001457894,0.0007523727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00167631,"threshold_uncertainty_score":0.005607843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0802062746089193,"score_gpt":0.3177231954661517,"score_spread":0.2375169208572324,"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."}}