{"id":"W2754589313","doi":"10.1136/bmjqs-2017-006898","title":"Standard admission order sets promote ordering of unnecessary investigations: a quasi-randomised evaluation in a simulated setting","year":2017,"lang":"en","type":"article","venue":"BMJ Quality & Safety","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Order (exchange); Set (abstract data type); Health care; Myocardial infarction; Medical emergency; Family medicine; Emergency medicine; Internal medicine; Finance","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":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06451233,0.0003616675,0.001040671,0.0002332182,0.002215297,0.00005608904,0.000574294,0.0005609022,0.0005359533],"category_scores_gemma":[0.1273515,0.0003419733,0.0001221623,0.0004960014,0.0002287836,0.001218377,0.0004026015,0.001403378,0.00004918244],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008270347,"about_ca_system_score_gemma":0.006870912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008712917,"about_ca_topic_score_gemma":0.005152853,"domain_scores_codex":[0.9756122,0.01669889,0.004553821,0.0007468828,0.001571183,0.0008169982],"domain_scores_gemma":[0.9850823,0.00636599,0.004181823,0.00169311,0.002258804,0.0004179993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02090699,0.000944439,0.724401,0.01142307,0.0002779974,0.00003082818,0.06884685,0.002410992,0.004463811,0.002722505,0.0010315,0.16254],"study_design_scores_gemma":[0.07617774,0.0005256937,0.7641507,0.01383384,0.0002884463,0.00000457656,0.0256592,0.08246348,0.0007901254,0.02431238,0.01010495,0.001688918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535651,0.000221825,0.001474192,0.03365281,0.0005772954,0.008160603,0.0001608935,0.0001554107,0.002031909],"genre_scores_gemma":[0.9929002,0.0001114251,0.004805849,0.00131141,0.0001608896,0.0003343078,0.0002045253,0.00005959511,0.0001118332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1608511,"threshold_uncertainty_score":0.9999032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5538999690319739,"score_gpt":0.6036805744008641,"score_spread":0.04978060536889017,"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."}}