{"id":"W4221068889","doi":"10.1158/1538-7445.sabcs21-p4-12-04","title":"Abstract P4-12-04: Healthcare utilization and symptoms among hospitalized patients with breast cancer","year":2022,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Nausea; Constipation; Cancer; Cohort; Internal medicine; Pediatrics; Emergency medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007323282,0.00024582,0.000301048,0.0009304344,0.0003697787,0.000719866,0.0004915152,0.0003403539,0.003335556],"category_scores_gemma":[0.003188428,0.0002292281,0.0005086678,0.001570842,0.0001554084,0.0004465877,0.0005436637,0.0007029836,0.0003687661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008218925,"about_ca_system_score_gemma":0.001077557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01464666,"about_ca_topic_score_gemma":0.01299734,"domain_scores_codex":[0.9995313,0.0001217321,0.00008487644,0.00006596637,0.0001012411,0.00009491768],"domain_scores_gemma":[0.9978253,0.000401572,0.001094795,0.00005988809,0.0003042633,0.0003141646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003312087,0.00004366784,0.9987323,0.00001267748,0.0000226069,0.0000189595,0.00001603566,0.00004986058,0.00002800008,0.00000572928,0.0004400815,0.0005970115],"study_design_scores_gemma":[0.000008041236,0.00004415709,0.9990914,0.00001226028,0.00001303347,0.0000579763,0.00008983631,0.0004537347,0.00004311783,0.00000956758,0.0001744456,0.000002430325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944413,0.0001632074,0.00007760744,0.0001878847,0.00001171528,0.0000278528,0.004503494,0.00001184614,0.0005749731],"genre_scores_gemma":[0.9946436,0.0001134241,0.0001451381,0.00007092239,0.00002177469,0.0000451881,0.004665122,0.000003168814,0.0002915818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01464666,"threshold_uncertainty_score":0.02912277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05843556415484868,"score_gpt":0.3943504369521202,"score_spread":0.3359148727972716,"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."}}