{"id":"W4413967091","doi":"10.3332/ecancer.2025.1984","title":"Potentially avoidable emergency department visits among patients with advanced cancer","year":2025,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Emergency department; Medical emergency; Cancer; Emergency medicine; Family medicine; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001641739,0.0001666744,0.0003479533,0.0001177794,0.0001240782,0.000007573293,0.0002282507,0.0000626904,0.0006725058],"category_scores_gemma":[0.000280746,0.0001199683,0.00006460053,0.0008336597,0.0003301826,0.0001660688,0.00007245423,0.0001464838,0.00000794793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002003263,"about_ca_system_score_gemma":0.0006569404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001769427,"about_ca_topic_score_gemma":0.0002440974,"domain_scores_codex":[0.9980834,0.00002630755,0.0003516763,0.0004188192,0.0007344299,0.0003854229],"domain_scores_gemma":[0.9989381,0.00004845961,0.0001501137,0.0002871292,0.000363048,0.0002130839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001683049,0.0002012536,0.9557337,0.0001338819,0.00006386571,0.000008017535,0.0002109392,0.00008445371,0.0004844225,0.0001199446,0.004420537,0.03837072],"study_design_scores_gemma":[0.001983891,0.0003449504,0.950995,0.001895819,0.0001020311,2.914416e-7,0.00009092451,0.0001648451,0.005649764,0.0001197293,0.03848483,0.0001679378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844673,0.002904801,0.003248213,0.0007291047,0.0008439509,0.0005352853,0.00002898595,0.0000494433,0.007192974],"genre_scores_gemma":[0.9924146,0.001965003,0.002305891,0.0005163492,0.0000701917,0.0001327845,0.00001650654,0.00001086969,0.002567831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03820278,"threshold_uncertainty_score":0.7363467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097589889640899,"score_gpt":0.3706414929230398,"score_spread":0.3496655940266308,"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."}}