{"id":"W2550819409","doi":"10.2196/medinform.5728","title":"Increasing Complexity in Rule-Based Clinical Decision Support: The Symptom Assessment and Management Intervention","year":2016,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Cancer survivorship and care","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Decision support system; Clinical decision support system; Intervention (counseling); Computer science; Medicine; Data mining; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00250392,0.0001176731,0.0002720862,0.000099337,0.00004919609,0.00003003064,0.0001453449,0.0001325381,0.0004979845],"category_scores_gemma":[0.0001424298,0.00006028876,0.0001087163,0.0001395782,0.0002802332,0.0001166329,0.0001647534,0.0002794813,0.00002755462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001421371,"about_ca_system_score_gemma":0.0001126231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004863207,"about_ca_topic_score_gemma":0.0002744098,"domain_scores_codex":[0.997821,0.0001333231,0.0009336608,0.0001075802,0.0007945868,0.0002098548],"domain_scores_gemma":[0.9986886,0.0005666766,0.0001529772,0.0002965683,0.00004958143,0.0002455873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000318809,0.0002552549,0.1815418,0.0003840131,0.00003729123,0.00003332748,0.0004960306,1.409804e-7,9.782391e-7,0.001420203,0.00167798,0.8138342],"study_design_scores_gemma":[0.008754415,0.0004564115,0.9547518,0.003289778,0.00007012088,0.00006953668,0.002051518,0.005897417,0.000007976312,0.0009528337,0.02352493,0.0001732898],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735948,0.00002447332,0.01882126,0.002676273,0.0003466457,0.0005412915,0.000006973189,0.00004203587,0.003946243],"genre_scores_gemma":[0.9934726,0.0001996258,0.002977609,0.003119529,0.00008556234,0.0000598045,0.00002405589,0.000008499312,0.00005269483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8136609,"threshold_uncertainty_score":0.545258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0527283440470723,"score_gpt":0.4138854538961024,"score_spread":0.36115710984903,"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."}}