{"id":"W2903035305","doi":"10.1017/cem.2018.406","title":"Letter in response to: “CJEM Debate Series: #ChoosingWisely – The Choosing Wisely campaign will not impact physician behaviour and choices”","year":2018,"lang":"en","type":"letter","venue":"Canadian Journal of Emergency Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Institute for Work & Health; Ottawa Hospital; Institute of Health Services and Policy Research; University of Toronto","funders":"","keywords":"Medicine; Content (measure theory); Action (physics)","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01197187,0.0008265019,0.001561158,0.001567827,0.001360389,0.00003732487,0.001181138,0.001115439,0.003055144],"category_scores_gemma":[0.008421463,0.0005655395,0.0002515052,0.001216468,0.0004930567,0.0009667226,0.00008427195,0.008799214,0.00009647288],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001987339,"about_ca_system_score_gemma":0.008011859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09636735,"about_ca_topic_score_gemma":0.1626208,"domain_scores_codex":[0.9851428,0.007618404,0.003299598,0.0006769063,0.001119188,0.002143102],"domain_scores_gemma":[0.9902736,0.002082186,0.002833694,0.001017436,0.001689315,0.002103776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005149501,0.00001134999,0.02386256,0.0003265854,0.0001166372,0.001001479,0.01711196,0.000001638041,0.0001489979,0.000003359103,0.9564475,0.0004530215],"study_design_scores_gemma":[0.0008685864,0.0009952632,0.07970759,0.004193647,0.0002464211,0.00006581983,0.002195282,0.000002715059,0.000003594226,0.0001356942,0.9110811,0.0005042696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1807444,0.001820088,0.00002647936,0.8009945,0.01452337,0.00118739,0.0001747682,0.00001752516,0.0005114473],"genre_scores_gemma":[0.0601126,0.0005538633,0.00009099259,0.8943871,0.04009338,0.00005949561,0.00004794127,0.0002317566,0.004422864],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1206319,"threshold_uncertainty_score":0.9999397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4506092538178211,"score_gpt":0.5169873010241959,"score_spread":0.06637804720637475,"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."}}