{"id":"W2814319918","doi":"10.1002/pon.4837","title":"From evidence to implementation: The global challenge for psychosocial oncology","year":2018,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Psychosocial; Distress; Psychological intervention; Palliative care; Medicine; Depression (economics); Cancer; Population; Psychotherapist; Psychiatry; Psychology; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000514443,0.0001857396,0.0004223146,0.00004286769,0.0002045675,0.00001804362,0.0003183361,0.0002668422,0.002074206],"category_scores_gemma":[0.0001079416,0.0001442,0.0001620334,0.0002906397,0.0002072101,0.00006405797,0.00006515106,0.0001775915,0.0003404795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021594,"about_ca_system_score_gemma":0.0006151957,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001937194,"about_ca_topic_score_gemma":0.04337639,"domain_scores_codex":[0.9982002,0.0001834187,0.0003871776,0.0005245843,0.0002392844,0.0004653313],"domain_scores_gemma":[0.9983382,0.0004912737,0.0001479801,0.0004579842,0.0003229699,0.0002416208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004852291,0.000343795,0.004735326,0.00002959696,0.0002368418,0.00001682249,0.0509595,1.249088e-7,0.0007284572,0.002415914,0.2777723,0.657909],"study_design_scores_gemma":[0.00265691,0.007022179,0.008943084,0.00003998917,0.0001633594,0.00002583974,0.01979264,0.000004563215,0.000175454,0.005068903,0.9559534,0.0001536961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4021401,0.002854471,0.006903347,0.4864131,0.02268437,0.003728939,0.0003958743,0.0001844467,0.07469535],"genre_scores_gemma":[0.9620004,0.0002929316,0.001789516,0.02237939,0.01237938,0.0008764929,0.00004542169,0.00002617262,0.0002103564],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6781811,"threshold_uncertainty_score":0.998838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034696925462575,"score_gpt":0.4998965801332598,"score_spread":0.3964268875870023,"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."}}