{"id":"W4413294436","doi":"10.1016/j.jemermed.2025.04.038","title":"Highly-Frequent Users of Emergency Services in a Canadian Cancer Centre","year":2025,"lang":"en","type":"article","venue":"Journal of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Medical emergency; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006378137,0.0004383781,0.0005549301,0.002115109,0.008022445,0.002902958,0.00220952,0.001501425,0.006341778],"category_scores_gemma":[0.003549712,0.0006652108,0.0007215339,0.005767343,0.001372763,0.001095609,0.001993292,0.002718535,0.0003900584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03033292,"about_ca_system_score_gemma":0.04281057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9827513,"about_ca_topic_score_gemma":0.9921134,"domain_scores_codex":[0.9975938,0.000202423,0.0001621246,0.000178645,0.0005447598,0.001318181],"domain_scores_gemma":[0.9946813,0.0003448158,0.001026813,0.00007551109,0.001378955,0.002492542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001396933,0.0001621135,0.9822937,0.000126284,0.00007723348,0.001522889,0.00651192,0.00009270017,0.0002111981,0.0002946843,0.004328745,0.004238822],"study_design_scores_gemma":[0.000008385489,0.00004415546,0.9671178,0.000123947,0.00003191601,0.0005519235,0.02979272,0.0001165439,0.00003991861,0.00004893982,0.002073726,0.00004992873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875668,0.001123035,0.00005967168,0.002750586,0.00005813123,0.00006841947,0.00192189,0.00001178174,0.00643959],"genre_scores_gemma":[0.9967129,0.0007863429,0.0001090596,0.0007159416,0.00003502076,0.00001600713,0.0005321571,0.000008330234,0.001084205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03033292,"threshold_uncertainty_score":0.2200818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02446227129802728,"score_gpt":0.346445510763947,"score_spread":0.3219832394659198,"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."}}