{"id":"W2994831994","doi":"10.2174/1381612825666191210154535","title":"Neurofilament Proteins as Prognostic Biomarkers in Neurological Disorders","year":2019,"lang":"en","type":"review","venue":"Current Pharmaceutical Design","topic":"Hereditary Neurological Disorders","field":"Neuroscience","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Neurofilament; Medicine; Neuroscience; Pathology; Bioinformatics; Biology; Immunohistochemistry","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0007451977,0.001467835,0.002343009,0.000606136,0.0001435589,0.0001694797,0.001978766,0.0006337771,0.000817777],"category_scores_gemma":[0.005671735,0.001132321,0.0008942227,0.001841313,0.000670055,0.0002665276,0.0006851344,0.00352033,0.00459098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074657,"about_ca_system_score_gemma":0.0005215352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001849415,"about_ca_topic_score_gemma":4.214353e-7,"domain_scores_codex":[0.9865516,0.005822862,0.00160407,0.002984557,0.001127606,0.001909254],"domain_scores_gemma":[0.992612,0.005351405,0.0004139504,0.0008762622,0.00002600253,0.0007203814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001783871,0.001588052,0.0000555824,0.007016992,0.00003335378,0.0004181016,0.00001229881,0.00004044382,0.0000516069,0.0005366835,0.0008398228,0.9892287],"study_design_scores_gemma":[0.0009873888,0.001260678,0.0000351184,0.001794696,0.0004887429,0.00009143102,0.000001316131,0.002454365,0.00003443675,0.0008349113,0.9908264,0.001190565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001554197,0.9799553,0.0006022593,0.0004635541,0.003033312,0.01430074,0.00006463422,0.000451901,0.0009728683],"genre_scores_gemma":[0.001185941,0.9954307,0.00006624537,0.001040981,0.0001464841,0.001883665,0.00003542399,0.0001777749,0.00003275174],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9899865,"threshold_uncertainty_score":0.9998071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3393269665842401,"score_gpt":0.4450565157748995,"score_spread":0.1057295491906595,"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."}}