{"id":"W2344591572","doi":"10.1016/j.jval.2015.03.101","title":"Assessing The Incremental Predictive Value Of Healthcare Utilization Pathways In Risk Prediction Modeling","year":2015,"lang":"en","type":"article","venue":"Value in Health","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Health Quality Council; University of Manitoba","funders":"","keywords":"Medicine; Cohort; Emergency department; Health care; Proportional hazards model; Logistic regression; Statistic; Ambulatory; Hazard ratio; Population; Statistics; Akaike information criterion; COPD; Emergency medicine; Demography; Internal medicine; Environmental health; Mathematics; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"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":[0.03441313,0.0018775,0.001432384,0.003422722,0.0005833052,0.002896157,0.001986781,0.001678251,0.002197692],"category_scores_gemma":[0.1413945,0.0005999274,0.001966543,0.002736198,0.0007280188,0.003225558,0.0019393,0.003371127,0.0005269317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000868842,"about_ca_system_score_gemma":0.002864898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007739415,"about_ca_topic_score_gemma":0.005247188,"domain_scores_codex":[0.9892299,0.008161095,0.0005188148,0.0007154163,0.0009765284,0.0003982461],"domain_scores_gemma":[0.8305678,0.1574322,0.002706158,0.004158093,0.003902208,0.001233461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002520376,0.0009476395,0.6226201,0.0002995453,0.002615319,0.0003160773,0.0002949828,0.2657869,0.0002833217,0.006058588,0.002381936,0.09587528],"study_design_scores_gemma":[0.0001369039,0.0008972007,0.03154346,0.0001441061,0.001116714,0.0002956623,0.0001804613,0.9456609,0.0005662124,0.01855539,0.0008466765,0.00005628443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8674409,0.003852892,0.1144639,0.004351155,0.0003099255,0.0004843611,0.003706499,0.0005909187,0.004799524],"genre_scores_gemma":[0.9843694,0.0005716911,0.01332802,0.0001307928,0.0001012398,0.000102871,0.0009843345,0.00002366168,0.0003879477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03441313,"threshold_uncertainty_score":0.1819962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.223990011396999,"score_gpt":0.3977928350337763,"score_spread":0.1738028236367773,"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."}}