{"id":"W4401948790","doi":"10.1001/jamanetworkopen.2024.30833","title":"Cognitive Symptoms Across Diverse Cancers","year":2024,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Cancer-related cognitive impairment studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Association canadienne des infirmières en oncologie; Princess Margaret Cancer Foundation","keywords":"Medicine; Psychosocial; Cancer; Breast cancer; Cognition; Depression (economics); Outpatient clinic; Psychiatry; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000483811,0.0002496807,0.0004139426,0.00004457259,0.0003061863,0.0003649885,0.0002092892,0.0001316187,0.0009924565],"category_scores_gemma":[0.0001267879,0.0002144808,0.0001352588,0.0006703733,0.000218108,0.0003982608,0.0007000577,0.0004914964,0.0007776278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005482016,"about_ca_system_score_gemma":0.0003068647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006853702,"about_ca_topic_score_gemma":0.0003053126,"domain_scores_codex":[0.9981877,0.00006752976,0.0002617148,0.0005325422,0.000303989,0.000646519],"domain_scores_gemma":[0.9990444,0.0003244991,0.0000607426,0.0001912426,0.0001924432,0.0001866484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003472331,0.0001192435,0.08836105,0.0002731813,0.004176025,0.001393559,0.006117211,0.0002886172,0.00002541415,0.0005507093,0.542692,0.3525307],"study_design_scores_gemma":[0.01446555,0.002134327,0.4611456,0.01839633,0.002238246,0.0003148909,0.01148289,0.004210352,0.0002715013,0.0008283255,0.4832072,0.00130478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8162584,0.01076386,0.0003676349,0.008338012,0.004061436,0.0038675,0.000359834,0.0005249893,0.1554583],"genre_scores_gemma":[0.9790568,0.0008933461,0.00006943128,0.003778587,0.002137388,0.0002879951,0.00008532851,0.00005674623,0.01363437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3727846,"threshold_uncertainty_score":0.9999208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175237364265095,"score_gpt":0.3653347479497061,"score_spread":0.3335823743070552,"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."}}