{"id":"W2063151131","doi":"10.2217/fnl.11.41","title":"Acute Demyelination In Children: Predicting Pediatric Multiple Sclerosis Manifestation","year":2011,"lang":"en","type":"article","venue":"Future Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Multiple sclerosis; Clinically isolated syndrome; Prospective cohort study; Cohort; Pediatrics; Cohort study; Internal medicine; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002419149,0.0001751208,0.0002714745,0.0003984449,0.00010302,0.00000761999,0.0001229148,0.0001965535,0.00009006491],"category_scores_gemma":[0.0003982448,0.0001584966,0.00006790883,0.0004150058,0.00005690419,0.0001298933,0.0001029085,0.0005395,0.00004902354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003200132,"about_ca_system_score_gemma":0.00004052028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001000234,"about_ca_topic_score_gemma":0.0001119213,"domain_scores_codex":[0.9983768,0.0001546794,0.0003338361,0.0004274134,0.0002809089,0.0004263984],"domain_scores_gemma":[0.9993005,0.0001234634,0.0001119165,0.0002359108,0.0001195044,0.0001086472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004494565,0.0001610985,0.9916673,0.00002311194,0.00004449618,0.00003270658,0.0007642579,0.000005491439,0.001428295,0.00002999734,0.0005154128,0.004878392],"study_design_scores_gemma":[0.00242556,0.0005824045,0.9952871,0.000007077895,0.0000730718,0.00007184603,0.00004316497,0.0008827137,0.0004129948,0.00002629028,0.00008795753,0.00009982217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964027,0.0001916737,0.00006426634,0.001362726,0.0003920761,0.0007283204,0.00001761038,0.0001180213,0.0007225841],"genre_scores_gemma":[0.9954123,0.001540402,0.0008113773,0.000686568,0.001348905,0.00009603639,0.00005277822,0.00003041627,0.00002122399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00477857,"threshold_uncertainty_score":0.6463304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04434501749565135,"score_gpt":0.2663608812682828,"score_spread":0.2220158637726314,"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."}}