{"id":"W3009008098","doi":"10.1016/j.msard.2020.102028","title":"Predictors of hospitalization in a Canadian MS population: A matched cohort study","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Health Sciences Centre; Manitoba Health; University of Saskatchewan","funders":"Saskatchewan Health Research Foundation","keywords":"Medicine; Comorbidity; Odds ratio; Population; Odds; Logistic regression; Cohort; Demography; Retrospective cohort study; Cohort study; Diagnosis code; Pediatrics; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002900556,0.0001948523,0.000496821,0.0002586167,0.0001169391,0.00001883642,0.00008243012,0.0001408396,0.00009067647],"category_scores_gemma":[0.0007651867,0.0001712135,0.00007727519,0.000791234,0.0001146942,0.0001066885,0.00006283656,0.000229456,0.000005298754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001107366,"about_ca_system_score_gemma":0.00008466872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2382762,"about_ca_topic_score_gemma":0.1954278,"domain_scores_codex":[0.9981709,0.00009708189,0.00052848,0.0004259048,0.000393026,0.0003845831],"domain_scores_gemma":[0.9991125,0.00006494236,0.0001020639,0.000193279,0.00008739534,0.0004397514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001043175,0.0002775273,0.9924564,0.00007221045,0.0002384764,0.000003033395,0.004391665,0.0002930501,0.0004623641,0.000005641584,0.0001552084,0.00154007],"study_design_scores_gemma":[0.004585579,0.0004226605,0.982276,0.0001203277,0.00007850191,4.436196e-7,0.001996426,0.01024048,0.00002222435,0.000006018986,0.00009978403,0.0001515246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993997,0.0004241772,0.000005665151,0.002582381,0.00008035849,0.002198312,0.00002476819,0.00005309479,0.0006341816],"genre_scores_gemma":[0.998369,0.001246132,0.00005056329,0.00007441022,0.00002090929,0.00009591721,0.00008476336,0.00003083282,0.00002751129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04284838,"threshold_uncertainty_score":0.8192535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436139598120182,"score_gpt":0.2527734395428892,"score_spread":0.2284120435616874,"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."}}