{"id":"W2887648674","doi":"10.1002/cam4.1728","title":"Cancer patients as frequent attenders in emergency departments: A national cohort study","year":2018,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Hazard ratio; Proportional hazards model; Retrospective cohort study; Emergency department; Internal medicine; Cohort; Cancer; Charlson comorbidity index; Cohort study; Confidence interval","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":[0.0002222424,0.0002087182,0.0003912212,0.0002271631,0.0001127942,0.000004112888,0.0001043551,0.00005717379,0.01170945],"category_scores_gemma":[0.00008506062,0.0001643299,0.00004914508,0.0006123837,0.0001669036,0.00009971658,0.00003337077,0.0002063026,0.00009826355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030294,"about_ca_system_score_gemma":0.000426754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005499293,"about_ca_topic_score_gemma":0.006837123,"domain_scores_codex":[0.9978777,0.00004712231,0.0004849998,0.0004539258,0.0008093928,0.0003268289],"domain_scores_gemma":[0.9987959,0.00001625231,0.0001249651,0.0002258905,0.0006310484,0.0002058988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001589117,0.0006136749,0.9631907,0.00002585793,0.0002269173,0.00001352935,0.0007698324,0.000004156276,0.0002718095,0.00004983593,0.03342378,0.001251017],"study_design_scores_gemma":[0.005407403,0.001506378,0.97845,0.0001417729,0.0002385363,0.000004919665,0.0003450406,0.00001041451,0.0001718079,0.0001616757,0.01340571,0.0001563559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720396,0.0006078932,0.000007456681,0.003239493,0.002698295,0.001554642,0.00002171435,0.00004927648,0.01978165],"genre_scores_gemma":[0.9917303,0.0008564716,0.000005495614,0.002518014,0.00154451,0.001421929,0.00003923423,0.00003053922,0.001853462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02001807,"threshold_uncertainty_score":0.989194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220924603722234,"score_gpt":0.3873951568002124,"score_spread":0.35518591076299,"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."}}