{"id":"W2884181835","doi":"10.14745/ccdr.v41is4a03","title":"“Choosing Wisely Canada” and antimicrobial stewardship: A shared focus on reducing unnecessary care","year":2015,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grassroots; Stewardship (theology); Antimicrobial stewardship; Harm; Health care; Public relations; Medicine; Quality (philosophy); Value (mathematics); Nursing; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0164256,0.0004798751,0.0006739194,0.002164598,0.0201805,0.01119192,0.00252362,0.00775764,0.005617899],"category_scores_gemma":[0.04015458,0.0004610195,0.0008287276,0.002168125,0.02460649,0.004835629,0.01075914,0.01481471,0.0005297811],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05903814,"about_ca_system_score_gemma":0.3162799,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8284904,"about_ca_topic_score_gemma":0.9417833,"domain_scores_codex":[0.9687805,0.01039526,0.0006894447,0.001252431,0.01262599,0.006256398],"domain_scores_gemma":[0.9424471,0.009353723,0.004223185,0.001078293,0.008930293,0.03396739],"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":[0.0000786543,0.0003646593,0.03347406,0.0008697205,0.0001913531,0.0006999772,0.0349035,0.0007052015,0.001078553,0.1597234,0.5966632,0.1712477],"study_design_scores_gemma":[0.0001263872,0.0002172656,0.07025295,0.002613833,0.0001243183,0.0006559077,0.04413721,0.0008004506,0.0009061995,0.06844059,0.8113563,0.0003686539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01234836,0.004575179,0.001997335,0.9358114,0.001622838,0.00004969298,0.00004839162,0.0000708058,0.043476],"genre_scores_gemma":[0.4974144,0.01134707,0.009875295,0.4673188,0.001750375,0.000119326,0.00009488146,0.0001332565,0.01194655],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9409618,"threshold_uncertainty_score":0.4283536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3697383955613295,"score_gpt":0.4546911681038429,"score_spread":0.08495277254251332,"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."}}