{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005207088,0.0003116945,0.0003736615,0.0007982366,0.001404529,0.000837801,0.0008754681,0.0004002211,0.001237485],"category_scores_gemma":[0.001455254,0.0004331878,0.0006127835,0.002748347,0.0005712925,0.0003466151,0.0006252126,0.0004940446,0.0001545136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0112385,"about_ca_system_score_gemma":0.01238416,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9762308,"about_ca_topic_score_gemma":0.9820333,"domain_scores_codex":[0.999203,0.00006837327,0.00006758443,0.0001573797,0.0002430054,0.0002606513],"domain_scores_gemma":[0.9983272,0.00009620706,0.0007244599,0.00006116751,0.0004451392,0.0003459633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003279268,0.00001096136,0.9989017,0.00001681127,0.00003630653,0.00003223062,0.0002093443,0.00002983154,0.00006850738,0.00001129628,0.0002346435,0.0004155246],"study_design_scores_gemma":[0.000004633996,0.00001332451,0.9993406,0.00001384562,0.00001222369,0.00002464459,0.0003156473,0.00009612963,0.00001173472,0.000003523591,0.0001610039,0.000002731246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953561,0.0004122483,0.00006608198,0.0001322997,0.000006017936,0.00003594765,0.003373993,0.000005061409,0.0006121188],"genre_scores_gemma":[0.9984258,0.0002323241,0.00005683056,0.00004743225,0.000004619448,0.00001478961,0.0009711271,0.000001612448,0.0002454812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0237692,"threshold_uncertainty_score":0.08154142,"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."}}