{"id":"W2155144392","doi":"10.1200/jop.2011.000525","title":"Do High Symptom Scores Trigger Clinical Actions? An Audit After Implementing Electronic Symptom Screening","year":2012,"lang":"en","type":"article","venue":"Journal of Oncology Practice","topic":"Cancer survivorship and care","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Medicine; Audit; MEDLINE; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01161842,0.0003969304,0.0004676197,0.002240876,0.0009018509,0.001008229,0.0007448334,0.000639483,0.0008200196],"category_scores_gemma":[0.0671035,0.000604835,0.0005503296,0.002295364,0.0004544088,0.001157497,0.001362067,0.001526829,0.0001969338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00265469,"about_ca_system_score_gemma":0.003335443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009138815,"about_ca_topic_score_gemma":0.0131575,"domain_scores_codex":[0.984359,0.008153997,0.002734727,0.0005972206,0.003256895,0.000898157],"domain_scores_gemma":[0.9364075,0.02610788,0.02106784,0.003405626,0.01016622,0.002844877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006587359,0.0007313084,0.9111543,0.0003949454,0.00006602611,0.001035565,0.002327405,0.0004936272,0.000907168,0.0001304898,0.00232772,0.07977283],"study_design_scores_gemma":[0.00007709642,0.001646981,0.9876652,0.0004121748,0.00008764157,0.0007117881,0.002262479,0.002444554,0.001741308,0.00007860463,0.002828328,0.00004378075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893445,0.001197645,0.001893637,0.001244888,0.0001342057,0.001489101,0.0006593129,0.000247439,0.003789213],"genre_scores_gemma":[0.9954047,0.0006940748,0.002346527,0.0003569916,0.00003747841,0.0003225923,0.0003558685,0.00001835692,0.0004634191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01161842,"threshold_uncertainty_score":0.06144482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06784735760945731,"score_gpt":0.4537563475152642,"score_spread":0.3859089899058069,"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."}}