{"id":"W7133049455","doi":"","title":"Patient Reported Symptom Burden and its Association with Emergency Department Use and Unplanned Hospitalization: A Multi-methods Approach to Improving Head and Neck Cancer Care in Ontario","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"University of Toronto","keywords":"Emergency department; Head and neck cancer; Odds ratio; MEDLINE; Cancer; Outpatient clinic; Medical record; Logistic regression; Triage","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008767941,0.0003305278,0.0008033213,0.00311305,0.002217828,0.001732422,0.001396134,0.0004116285,0.001711856],"category_scores_gemma":[0.01544462,0.0004863516,0.00218164,0.005207668,0.0005969882,0.0008681063,0.002105096,0.0004855826,0.00005964672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04149503,"about_ca_system_score_gemma":0.07625502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.896605,"about_ca_topic_score_gemma":0.9542483,"domain_scores_codex":[0.9954243,0.001771331,0.0007189618,0.0003837073,0.00130039,0.0004012768],"domain_scores_gemma":[0.9897971,0.00265093,0.003840975,0.0003687924,0.002539917,0.0008023356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000457988,0.0002293635,0.8912379,0.006331199,0.001187754,0.0002034006,0.01485437,0.0007511802,0.0005146627,0.0008877411,0.003525216,0.07981938],"study_design_scores_gemma":[0.0001283274,0.0002984911,0.9834326,0.001443329,0.000776597,0.00004718488,0.007000714,0.00134075,0.0001873218,0.0002461492,0.005054521,0.00004394052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540198,0.01928812,0.002948107,0.007617861,0.00009984185,0.003775354,0.00613102,0.00004405878,0.006075846],"genre_scores_gemma":[0.9797986,0.007459125,0.007693299,0.0004819293,0.00003714301,0.002625508,0.0008576383,0.000008678185,0.001038154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.103395,"threshold_uncertainty_score":0.301069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02593955473290886,"score_gpt":0.342866287497536,"score_spread":0.3169267327646271,"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."}}