{"id":"W7093978893","doi":"","title":"âChoosing Wisely Canadaâ and antimicrobial stewardship: A shared focus on reducing unnecessary care","year":2015,"lang":"en","type":"article","venue":"PubMed Central","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Focus (optics); Health care; Value (mathematics); Patient care; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002586761,0.0003185954,0.0004603949,0.000165151,0.0008552732,0.00008842113,0.0002919722,0.0003441437,0.00004361609],"category_scores_gemma":[0.00299271,0.0003127692,0.00005777389,0.0002997879,0.0001005041,0.0006032637,0.0001966572,0.001406158,0.00004528357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002503309,"about_ca_system_score_gemma":0.003693763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04386477,"about_ca_topic_score_gemma":0.02407245,"domain_scores_codex":[0.9929544,0.002093802,0.0007404496,0.0006828054,0.0005904146,0.002938108],"domain_scores_gemma":[0.9959708,0.0006298118,0.0004106936,0.0004943463,0.0003305778,0.002163757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001315945,0.000236845,0.7153981,0.002665906,0.0001469221,0.0002526828,0.1028379,0.00007810289,0.0001817329,0.001226705,0.08205547,0.09360367],"study_design_scores_gemma":[0.004484479,0.0001944461,0.9124976,0.001391293,0.0001263073,0.00002923251,0.03023392,0.00008597493,0.0006093922,0.000359986,0.04904279,0.0009446117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643963,0.001294926,0.00002073269,0.02222119,0.00400623,0.001777548,0.0002123333,0.0002157628,0.00585499],"genre_scores_gemma":[0.9921969,0.00007257407,0.0004141484,0.00512123,0.001588618,0.0001911006,0.00007377736,0.00007103044,0.0002706272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1970995,"threshold_uncertainty_score":0.9999325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3786414552811435,"score_gpt":0.4378745737751685,"score_spread":0.05923311849402502,"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."}}