{"id":"W3004971394","doi":"10.1007/s00520-020-05313-3","title":"Integration of patient-reported outcomes (PROs) for personalized symptom management in “real-world” oncology practices: a population-based cohort comparison study of impact on healthcare utilization","year":2020,"lang":"en","type":"article","venue":"Supportive Care in Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Alberta Cancer Foundation; Sunnybrook Health Science Centre; Alberta Health Services; Queen's University; McMaster University; Institute for Clinical Evaluative Sciences; Public Health Ontario; University Health Network; University of Toronto; Princess Margaret Cancer Centre","funders":"Ontario Institute for Cancer Research","keywords":"Medicine; Psychosocial; Medical prescription; Cohort; Population; Pain medicine; Intervention (counseling); Emergency department; Health care; Palliative care; Emergency medicine; Distress; Family medicine; Internal medicine; Psychiatry; Nursing; Anesthesiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002551406,0.0003970338,0.0004575968,0.0008952803,0.0008273693,0.0017946,0.0006803429,0.001049853,0.001255851],"category_scores_gemma":[0.007836627,0.0003050099,0.001893182,0.001432777,0.0005072174,0.001627137,0.001525123,0.001386575,0.0002245495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008346543,"about_ca_system_score_gemma":0.0009361895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009340995,"about_ca_topic_score_gemma":0.01350915,"domain_scores_codex":[0.9965282,0.001504219,0.0003709124,0.000726532,0.0003929892,0.0004771998],"domain_scores_gemma":[0.9961528,0.0007860427,0.001686781,0.0004656243,0.000447129,0.0004616319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003718838,0.0002871583,0.997004,0.00001644768,0.0004945763,0.00002766531,0.0003205946,0.00005787001,0.0001038046,0.00004788286,0.0001224782,0.00114564],"study_design_scores_gemma":[0.00002580666,0.0005068038,0.9979466,0.000009423407,0.0001396018,0.00005652924,0.0008113448,0.000223518,0.00005646996,0.00003882471,0.0001744233,0.00001077991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990501,0.00009635498,0.00009778148,0.00005510263,0.00001153499,0.00002104312,0.0004038224,0.000002205036,0.0002620229],"genre_scores_gemma":[0.9991542,0.0000378897,0.00009330652,0.00004558274,0.00000938915,0.00002416855,0.0005261186,0.000002851718,0.0001063529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009340995,"threshold_uncertainty_score":0.01857328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1204761373404781,"score_gpt":0.4811282709090633,"score_spread":0.3606521335685852,"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."}}