{"id":"W4412992738","doi":"10.1016/j.soncn.2025.151905","title":"Advancing Global Cancer Symptom Science: Insights and Strategies from the Inaugural Cancer Symptom Science Expert Meeting","year":2025,"lang":"en","type":"article","venue":"Seminars in Oncology Nursing","topic":"Cancer survivorship and care","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Institutes of Health; Fondation ISREC; Swiss Cancer Research Foundation; Oncology Nursing Society; Université de Lausanne; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; International Society of Nurses in Genetics; Food Allergy and Anaphylaxis Network","keywords":"Medicine; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05825,0.001203399,0.001251314,0.00189008,0.003286442,0.009518681,0.002140247,0.0113315,0.01057022],"category_scores_gemma":[0.05083658,0.0007607772,0.002068826,0.001456815,0.002681224,0.009955468,0.01433403,0.02399691,0.002780535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007056305,"about_ca_system_score_gemma":0.03631133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006900485,"about_ca_topic_score_gemma":0.02798891,"domain_scores_codex":[0.9888687,0.004795342,0.0009762826,0.0006493525,0.002878923,0.001831304],"domain_scores_gemma":[0.9347441,0.02133742,0.002336569,0.001353125,0.0193071,0.02092169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009182395,0.0001090994,0.001768763,0.00167058,0.00006867629,0.0001832339,0.002975988,0.0002259766,0.0004479256,0.009027406,0.8363346,0.1470958],"study_design_scores_gemma":[0.0000448532,0.00007349345,0.002739212,0.004450015,0.0000651122,0.000143493,0.004157737,0.0001950389,0.0001931934,0.008465343,0.9794078,0.00006467479],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0009532353,0.03152533,0.001100615,0.9382417,0.02382967,0.00004458307,0.0001541171,0.00004949285,0.004101249],"genre_scores_gemma":[0.05219455,0.1558452,0.02188528,0.6746895,0.06559137,0.0005734302,0.001295847,0.0003734368,0.02755136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05825,"threshold_uncertainty_score":0.3080591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009483838364085945,"score_gpt":0.3795556264061535,"score_spread":0.3700717880420676,"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."}}