{"id":"W2901607143","doi":"10.5430/jha.v7n6p30","title":"Financial cost of elective day of surgery cancellations","year":2018,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kuopion Yliopistollinen Sairaala","keywords":"Euros; Medicine; Total cost; Health care; Operations management; Protocol (science); Finance; Business; Economics; Accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003958958,0.00006884434,0.0004864926,0.000098159,0.00002473099,0.000004843818,0.00003201506,0.00006143518,0.00005993116],"category_scores_gemma":[0.00074417,0.00005429133,0.0003395416,0.0001684551,0.0001120884,0.00009247537,0.000003830222,0.00008967885,0.000001961206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003868753,"about_ca_system_score_gemma":0.0006543103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008023648,"about_ca_topic_score_gemma":0.000009838679,"domain_scores_codex":[0.9989689,0.0000418071,0.0005489166,0.00006081499,0.0002935867,0.00008596402],"domain_scores_gemma":[0.9983343,0.000337408,0.0005122121,0.00007794865,0.0006749446,0.00006318549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001654204,0.001276028,0.9738883,0.0001147948,0.0002532457,0.0002073708,0.001156513,0.000008167921,0.005297219,0.006839151,0.003101459,0.006203558],"study_design_scores_gemma":[0.0005819257,0.00550938,0.9381254,0.0001384636,0.0001644805,0.0001542488,0.000119423,0.00001673654,0.05182428,0.0001582211,0.00312483,0.00008266866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944919,0.00009159723,0.0005671122,0.0007237926,0.0003810313,0.0001160452,0.000004848174,0.000002703013,0.003621011],"genre_scores_gemma":[0.9990031,0.00004121365,0.0002398903,0.00003674337,0.0004698118,0.000001099598,0.000004558057,0.000005336041,0.000198258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04652705,"threshold_uncertainty_score":0.2213936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800798379636398,"score_gpt":0.2910247876787732,"score_spread":0.2730168038824092,"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."}}