{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002956983,0.0002356483,0.0009813508,0.0006254758,0.000128656,0.00004447089,0.0004687505,0.0001349821,0.0001518607],"category_scores_gemma":[0.004743878,0.0001491693,0.0003159835,0.001823379,0.0002499978,0.0001369799,0.000210672,0.0008232387,0.00005408334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009606339,"about_ca_system_score_gemma":0.0001457799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006591599,"about_ca_topic_score_gemma":0.0003507382,"domain_scores_codex":[0.9956027,0.0005618006,0.001592949,0.0003259217,0.001353604,0.0005629997],"domain_scores_gemma":[0.9929447,0.005282346,0.0004209779,0.000573332,0.0004470039,0.0003316228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001258637,0.0004500771,0.963602,0.0001045831,0.0003610658,0.0002878921,0.003058991,0.00007075827,0.01205484,0.000002354803,0.008199056,0.01054976],"study_design_scores_gemma":[0.002964554,0.001946814,0.9873113,0.00220629,0.0001116759,0.00004958113,0.00308238,0.0006770216,0.0008629842,0.00002205893,0.0006353729,0.0001299474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936417,0.0002310203,0.00008386443,0.004752936,0.0002190447,0.0008575462,0.0001195352,0.00003135994,0.00006294064],"genre_scores_gemma":[0.9967976,0.001676284,0.0007251843,0.0003893152,0.0001547598,0.00008546704,0.00001598887,0.00003534503,0.0001200628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02370934,"threshold_uncertainty_score":0.6082947,"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."}}