{"id":"W4386305323","doi":"10.4155/bio-2023-0103","title":"Ultrasensitive Digital Immunoassays for SOD1 Conformation in Amyotrophic Lateral Sclerosis","year":2023,"lang":"en","type":"article","venue":"Bioanalysis","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Amyotrophic lateral sclerosis; SOD1; Cerebrospinal fluid; Biomarker; Medicine; Chemistry; Pathology; Biochemistry; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003871231,0.0001864985,0.0004480506,0.0007251827,0.0001055641,0.00008866881,0.0001155748,0.0001175063,0.0001065722],"category_scores_gemma":[0.000273446,0.0001546313,0.0003158671,0.001672237,0.0001089488,0.0003513446,0.00006419052,0.0001795229,0.0004238882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002431588,"about_ca_system_score_gemma":0.00007148401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002108463,"about_ca_topic_score_gemma":0.00001843663,"domain_scores_codex":[0.9981351,0.00004209366,0.0004716407,0.0003327907,0.0004777584,0.0005405833],"domain_scores_gemma":[0.9990523,0.0001563987,0.00009045726,0.0003192219,0.0002321083,0.0001494433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003907977,0.00111729,0.4102369,0.0006641371,0.004169438,0.0004023988,0.004206464,0.00131721,0.3082969,0.0008113031,0.01697137,0.2478986],"study_design_scores_gemma":[0.003624544,0.0003301785,0.950008,0.0001953447,0.0002049802,0.00001040944,0.0004814374,0.03991032,0.001705182,0.0002313626,0.002945201,0.0003530689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934199,0.0001058394,0.0001879168,0.004732135,0.00006197757,0.0005902948,0.0001369121,0.0001523192,0.0006126411],"genre_scores_gemma":[0.9970412,0.0003989743,0.0001583063,0.0003764461,0.00006981072,0.00009916323,0.0008114342,0.00003000696,0.001014685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5397711,"threshold_uncertainty_score":0.6305681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05249682941917926,"score_gpt":0.3070100305853333,"score_spread":0.254513201166154,"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."}}