{"id":"W4220919185","doi":"10.1200/cci.21.00086","title":"Integration of Patient-Reported Outcome Measures in the Electronic Health Record: The Veterans Affairs Experience","year":2022,"lang":"en","type":"article","venue":"JCO Clinical Cancer Informatics","topic":"Cancer survivorship and care","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Veterans Affairs; Ambulatory; Cancer; Outcome (game theory); Ambulatory care; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002178687,0.0001217827,0.0003840619,0.00006238753,0.0001442668,0.00001651246,0.0002836777,0.00004793755,0.0001327265],"category_scores_gemma":[0.0003219372,0.00006912657,0.0001894886,0.0005019169,0.0001125221,0.00009944695,0.0000662673,0.0008840795,0.000001491546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003160523,"about_ca_system_score_gemma":0.0006333083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00311637,"about_ca_topic_score_gemma":0.009254511,"domain_scores_codex":[0.9967029,0.0003126518,0.001839749,0.0001097214,0.0007471244,0.0002878534],"domain_scores_gemma":[0.9982889,0.0003617126,0.0006884556,0.0004982596,0.0001036277,0.00005910417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001234208,0.0004073808,0.2769158,0.0002274947,0.00009860341,0.000006343354,0.3080309,0.0003786559,0.00001535261,0.000981781,0.004154067,0.4075494],"study_design_scores_gemma":[0.003565759,0.00486197,0.09622151,0.0002181851,0.0001591623,0.00006755337,0.5674051,0.003229066,0.00009730106,0.0003829045,0.3234037,0.0003877729],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912844,0.0006663143,0.0004532902,0.004291391,0.001006423,0.0008540468,0.00002381367,0.00002496422,0.001395377],"genre_scores_gemma":[0.9911817,0.0004920341,0.00004534257,0.007782337,0.000072339,0.0003549604,0.00002040329,0.000009198235,0.00004167563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4071616,"threshold_uncertainty_score":0.5164235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1192980586735846,"score_gpt":0.4222266998244442,"score_spread":0.3029286411508595,"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."}}