{"id":"W2093647884","doi":"10.1371/journal.pone.0105123","title":"Estimating Typical Multiple Sclerosis Disability Progression Speed from Clinical Observations","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital District Health Authority; Dalhousie University","funders":"Health Canada; Department of Health, Western Cape Government; Multiple Sclerosis Society; Nova Scotia Department of Health and Wellness; Dalhousie University; Multiple Sclerosis Society of Canada","keywords":"Censoring (clinical trials); Natural history; Medicine; Multiple sclerosis; Expanded Disability Status Scale; Population; Survival analysis; Internal medicine; Pathology; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008874333,0.0005723444,0.0005181449,0.001325994,0.0001765129,0.0006751917,0.0005771041,0.0004309671,0.0006929992],"category_scores_gemma":[0.0366975,0.0003188052,0.0005602649,0.0008759199,0.0003349265,0.0004612601,0.0007706173,0.0004171893,0.0002493288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027617,"about_ca_system_score_gemma":0.001002203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04271483,"about_ca_topic_score_gemma":0.02057541,"domain_scores_codex":[0.9971095,0.001621655,0.0002095408,0.0005754948,0.0003642029,0.0001196313],"domain_scores_gemma":[0.9723248,0.01653967,0.007085756,0.002026687,0.001652247,0.0003708262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000385634,0.00002134454,0.947929,0.0001535744,0.0004884196,0.0000792981,0.0001787728,0.03247328,0.0004711105,0.0003098845,0.0004738193,0.01703585],"study_design_scores_gemma":[0.00005377179,0.0002458467,0.9122142,0.0001351842,0.0001466052,0.0003323665,0.0001183105,0.08372624,0.0008755201,0.001262413,0.0008506128,0.00003886101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968505,0.0008750784,0.02643865,0.0001195557,0.00001375893,0.0001975942,0.002672429,0.0001047198,0.001073272],"genre_scores_gemma":[0.988975,0.0001585265,0.008802805,0.00002145227,0.000007276956,0.00006923074,0.001708729,0.000009217656,0.0002477251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04271483,"threshold_uncertainty_score":0.08493239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4241344231732703,"score_gpt":0.3988518158246536,"score_spread":0.0252826073486167,"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."}}