{"id":"W6939971736","doi":"10.6084/m9.figshare.26612147.v1","title":"Additional file 1 of Predictors of frequent emergency department visits among hospitalized cancer patients: a comparative cohort study using integrated clinical and administrative data to improve care delivery","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Emergency department; Cancer; Cohort study; Retrospective cohort study; Data collection; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001769352,0.001167318,0.001377822,0.002910094,0.001217303,0.001378661,0.002129778,0.00132588,0.5557468],"category_scores_gemma":[0.03006703,0.0008695294,0.001953118,0.006956581,0.0003680887,0.002238165,0.00123953,0.001276266,0.03921476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180305,"about_ca_system_score_gemma":0.002441545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02339107,"about_ca_topic_score_gemma":0.02481253,"domain_scores_codex":[0.9985188,0.0002636804,0.0003484448,0.0003962992,0.0002073686,0.0002655165],"domain_scores_gemma":[0.9715826,0.0159464,0.005553174,0.002477645,0.003352194,0.001087918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001657531,0.0007280823,0.1472196,0.003210499,0.0005789005,0.0002544976,0.0002439384,0.001231528,0.0001257887,0.001032234,0.8317948,0.01192264],"study_design_scores_gemma":[0.0135144,0.001326723,0.8043504,0.00432781,0.00133583,0.001558817,0.00224698,0.007106487,0.0006212434,0.005579425,0.1576947,0.0003370727],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.003583273,0.00003063153,0.0001862878,0.0001042337,0.00002691996,0.0001219626,0.9951251,0.00006113248,0.0007605873],"genre_scores_gemma":[0.09111828,0.0002207029,0.00347615,0.0009232106,0.000222291,0.004543208,0.8883051,0.0002741869,0.01091679],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5557468,"threshold_uncertainty_score":0.6336733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1919841910323992,"score_gpt":0.4315358704123531,"score_spread":0.2395516793799539,"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."}}