{"id":"W2026355796","doi":"10.1016/j.clon.2007.09.007","title":"Symptom Clusters in Cancer Patients with Brain Metastases","year":2007,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":false,"ca_institutions":"Response Biomedical (Canada); Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Nausea; Anxiety; Poor Appetite; Depression (economics); Distress; Internal medicine; Appetite; Physical therapy; Psychiatry; Clinical psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001093074,0.0001094693,0.0005289508,0.00008747539,0.00001865051,0.000003134046,0.00007491399,0.000204807,0.0002625471],"category_scores_gemma":[0.0003834254,0.00007930269,0.00009595123,0.000229667,0.0001950354,0.00003498297,0.00003929287,0.0003775966,0.00002267421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002512543,"about_ca_system_score_gemma":0.0003616525,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000684914,"about_ca_topic_score_gemma":0.03522154,"domain_scores_codex":[0.9985377,0.0001444072,0.0005530936,0.0002874139,0.0001744132,0.0003029362],"domain_scores_gemma":[0.9979819,0.001380838,0.0001255531,0.0001849827,0.000104694,0.0002220515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001971868,0.0007622124,0.8796297,0.00001926538,0.00005957205,0.000112852,0.0001648406,0.000002168875,0.000002794804,0.00004297944,0.003606606,0.1136251],"study_design_scores_gemma":[0.005947662,0.003098247,0.8388227,0.0000589122,0.00008308948,0.000003296186,0.0002012041,0.000005709796,0.00001346489,0.00001344763,0.1516554,0.00009683634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892049,0.0001991165,0.00009413962,0.004093908,0.001083856,0.0003058785,0.00001234427,0.00002707668,0.004978822],"genre_scores_gemma":[0.9848996,0.00004322417,0.0001766697,0.01399178,0.0003206188,0.00002132737,0.00003180896,0.00001650781,0.00049843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1480488,"threshold_uncertainty_score":0.9823831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05750077438490835,"score_gpt":0.4393588178977287,"score_spread":0.3818580435128203,"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."}}