{"id":"W3194533549","doi":"10.1002/mus.27405","title":"Health services utilization prior to amyotrophic lateral sclerosis diagnosis: A province‐wide study of individuals treated with riluzole in <scp>Ontario, Canada</scp>","year":2021,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Regional Municipality of Waterloo; Health Sciences Centre; Sunnybrook Health Science Centre; University of Waterloo; University of Toronto; Institute for Clinical Evaluative Sciences","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Ontario Brain Institute","keywords":"Medicine; Amyotrophic lateral sclerosis; Rurality; Poisson regression; Riluzole; Confidence interval; Rate ratio; Population; Health care; Proportional hazards model; Cohort; Rural area; Emergency medicine; Pediatrics; Internal medicine; Disease; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003622475,0.0003538685,0.0008984567,0.0002876739,0.0001516069,0.00007905981,0.0002750957,0.0001146855,0.0001274965],"category_scores_gemma":[0.00012065,0.0002918361,0.00006004703,0.001528899,0.00003917054,0.0002116039,0.0002434994,0.0003996214,0.000006595744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001353405,"about_ca_system_score_gemma":0.003205571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.941319,"about_ca_topic_score_gemma":0.9916465,"domain_scores_codex":[0.9959697,0.0003942646,0.000803388,0.0007725878,0.001222695,0.00083736],"domain_scores_gemma":[0.9979685,0.0001775313,0.0002562365,0.0006645842,0.0004187604,0.0005143807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000969368,0.0015032,0.9839781,0.0003461422,0.0001365706,0.0002945825,0.007639114,0.0003843255,0.0009871225,0.00000331291,0.0006745443,0.003956073],"study_design_scores_gemma":[0.004231059,0.002148612,0.9864606,0.001423879,0.00006943053,0.000008727812,0.002474251,0.0001054788,0.001804198,0.00000301759,0.001142518,0.0001282711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953488,0.0002949734,0.000003174568,0.001729771,0.00004756623,0.002375352,0.00005379384,0.00005415887,0.00009248302],"genre_scores_gemma":[0.9975089,0.00006604085,0.0001818119,0.001045365,0.00004997553,0.0004244709,0.0001412891,0.00006567895,0.0005164808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05032749,"threshold_uncertainty_score":0.9999534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03808919788432201,"score_gpt":0.2766257376259816,"score_spread":0.2385365397416596,"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."}}