{"id":"W3016250428","doi":"10.1039/c9an02282a","title":"Diagnosis of idiopathic amyotrophic lateral sclerosis using Fourier-transform infrared spectroscopic analysis of patient-derived skin","year":2020,"lang":"en","type":"article","venue":"The Analyst","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval","funders":"Canadian Institutes of Health Research; W. Garfield Weston Foundation; Weston Brain Institute; Canada Research Chairs; ALS Society of Canada","keywords":"Amyotrophic lateral sclerosis; Medicine; Fourier transform infrared spectroscopy; Pathology; Disease; Optics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003906584,0.0003545901,0.0002326986,0.0007116911,0.0001713997,0.0003992515,0.000208806,0.0006048604,0.0005360786],"category_scores_gemma":[0.0005171137,0.000106042,0.0002049479,0.0001853788,0.0002156683,0.0002829692,0.0002325955,0.0004157069,0.000220264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007754743,"about_ca_system_score_gemma":0.00008529866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001734505,"about_ca_topic_score_gemma":0.0003186207,"domain_scores_codex":[0.9997873,0.00005530434,0.00002184705,0.00005962582,0.00005640808,0.00001963595],"domain_scores_gemma":[0.9998096,0.00006478394,0.00004389026,0.00001511624,0.0000434821,0.00002321936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003103763,0.0001055193,0.01853449,0.0000663722,0.00003752473,0.001759078,0.000180417,0.0003201338,0.9688557,0.0001083583,0.0001483018,0.009573735],"study_design_scores_gemma":[0.00003549508,0.0005662506,0.100427,0.00004359969,0.000156683,0.01892178,0.0006085377,0.02016337,0.8559526,0.0006520552,0.002422502,0.00005003213],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815098,0.0007835074,0.01601219,0.0001299168,0.00003674001,0.00003456916,0.0001964683,0.0001658176,0.00113093],"genre_scores_gemma":[0.9874458,0.0003541315,0.01156289,0.0001249134,0.00001301621,0.00001416934,0.0001389396,0.000017434,0.0003286019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007116911,"threshold_uncertainty_score":0.002066076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249412258529885,"score_gpt":0.2882215352845339,"score_spread":0.2657274126992351,"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."}}