{"id":"W2765381794","doi":"10.1007/s10916-017-0841-1","title":"A Knowledge-Modeling Approach to Integrate Multiple Clinical Practice Guidelines to Provide Evidence-Based Clinical Decision Support for Managing Comorbid Conditions","year":2017,"lang":"en","type":"article","venue":"Journal of Medical Systems","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Ontology; Clinical decision support system; Comorbidity; Health informatics; Decision support system; Web Ontology Language; Knowledge management; Medicine; Semantic Web; Information retrieval; Data mining; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02350358,0.0003019008,0.001327918,0.0003312021,0.0003422682,0.0004499557,0.001240306,0.0003030464,0.00004575477],"category_scores_gemma":[0.1746383,0.0002153873,0.0006959561,0.0001709598,0.0001809196,0.0006522891,0.0003245266,0.0008347289,0.00007737101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002653601,"about_ca_system_score_gemma":0.00271295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000114875,"about_ca_topic_score_gemma":0.00002663264,"domain_scores_codex":[0.9921821,0.0004092865,0.004150295,0.0005708885,0.002200416,0.0004870447],"domain_scores_gemma":[0.9876021,0.00445275,0.001549029,0.001007304,0.003438849,0.001950003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.009135142,0.00462058,0.009773073,0.003084157,0.001367335,0.001065506,0.0002483186,0.009939978,0.00002432628,0.002207374,0.800808,0.1577262],"study_design_scores_gemma":[0.009925122,0.002646485,0.001891205,0.01799616,0.001198501,0.0004069304,0.002803374,0.6761966,0.000002888159,0.0001461858,0.286441,0.0003454852],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03077504,0.001477721,0.8862182,0.06692163,0.007001676,0.003504161,0.00002368611,0.00007690286,0.004001013],"genre_scores_gemma":[0.8993474,0.0006232632,0.08515747,0.006493216,0.007439053,0.0002094932,0.00002534596,0.00007734836,0.0006273702],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8685724,"threshold_uncertainty_score":0.878324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4159972954807908,"score_gpt":0.5682205967683711,"score_spread":0.1522233012875803,"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."}}