{"id":"W4379232285","doi":"10.17975/sfj-2023-003","title":"Use of telemedicine to assist in the diagnosis of multiple sclerosis from a clinically isolated syndrome","year":2023,"lang":"en","type":"article","venue":"STEM Fellowship Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple sclerosis; Medicine; Disease; Life expectancy; Clinically isolated syndrome; Population; Pediatrics; Cognitive impairment; Intensive care medicine; Internal medicine; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007486031,0.0002210801,0.000183769,0.0008203443,0.0003632421,0.0007297641,0.0003837883,0.0006822027,0.01237656],"category_scores_gemma":[0.004938241,0.0000671688,0.0002537482,0.0004383069,0.0001974524,0.0007656446,0.0006983046,0.0004420844,0.002044195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002973554,"about_ca_system_score_gemma":0.000437225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121821,"about_ca_topic_score_gemma":0.001898341,"domain_scores_codex":[0.9993938,0.000320788,0.0000418555,0.00006811412,0.0001291421,0.00004625786],"domain_scores_gemma":[0.9982916,0.001063431,0.0001632686,0.00009544531,0.0002203295,0.0001660364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001011422,0.001089605,0.06641153,0.0008881114,0.00009923337,0.003889671,0.00190065,0.0003759607,0.005733463,0.0009523021,0.02934122,0.8883068],"study_design_scores_gemma":[0.001039691,0.008943655,0.3784603,0.009124693,0.001233188,0.0506283,0.01063759,0.01603451,0.02125076,0.01462435,0.4876599,0.0003630627],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6786627,0.03347928,0.03522466,0.02504489,0.002090909,0.001083381,0.003015792,0.002355118,0.2190433],"genre_scores_gemma":[0.9577225,0.00940302,0.0197991,0.003353388,0.001019867,0.0002177388,0.0004556136,0.00004337752,0.007985443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01237656,"threshold_uncertainty_score":0.04140365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2683031291318548,"score_gpt":0.3706540943398117,"score_spread":0.1023509652079568,"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."}}