{"id":"W3159781145","doi":"10.3389/fneur.2021.662353","title":"Editorial: Epidemiology of Atypical Demyelinating Diseases","year":2021,"lang":"en","type":"editorial","venue":"Frontiers in Neurology","topic":"Hereditary Neurological Disorders","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Epidemiology; Front (military); Family medicine; Pathology; Geography","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0007836022,0.0006470312,0.002280197,0.000476962,0.00009308692,0.000009969121,0.001439118,0.00314608,0.0001094208],"category_scores_gemma":[0.1479668,0.0006482099,0.0004121651,0.0007094562,0.001184574,0.0001302616,0.0006709122,0.003998622,0.00002059694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004150032,"about_ca_system_score_gemma":0.0005101555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004477429,"about_ca_topic_score_gemma":0.00002414905,"domain_scores_codex":[0.9889944,0.005221485,0.001618313,0.002106655,0.0008261202,0.001233059],"domain_scores_gemma":[0.9793725,0.01851351,0.0007897377,0.0008855735,0.0001714214,0.000267279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009011719,0.0002507232,0.01540438,0.0001252079,0.00001409456,0.0003541261,0.00001850968,0.00026396,0.0001400349,0.000127386,0.981838,0.0005624266],"study_design_scores_gemma":[0.001054531,0.0008396795,0.001483181,0.00003386876,0.00005350787,0.000006226412,0.000007943271,0.0004929748,0.00006726696,0.00646753,0.9890493,0.0004439729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002589183,0.00152176,0.0003214519,0.001040821,0.9932464,0.0004259589,0.0004203095,0.0001290065,0.0003051346],"genre_scores_gemma":[0.0034188,0.001411651,0.0005161089,0.001785681,0.9924205,0.000100057,0.000161939,0.0001115984,0.00007366703],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1471832,"threshold_uncertainty_score":0.9995969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02243335171836337,"score_gpt":0.2964002318516679,"score_spread":0.2739668801333045,"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."}}