{"id":"W2131637305","doi":"10.3122/jabfm.2015.02.140226","title":"Patient-Oriented Evidence that Matters (POEMs)  Suggest Potential Clinical Topics for the Choosing Wisely  Campaign","year":2015,"lang":"en","type":"review","venue":"The Journal of the American Board of Family Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Canadian Medical Association","keywords":"Medicine; Poetry; Context (archaeology); Psychological intervention; Ranking (information retrieval); Test (biology); Medical education; Artificial intelligence; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.04507482,0.0006334459,0.0005731988,0.005367273,0.001426065,0.003565862,0.0007871565,0.001759326,0.006683471],"category_scores_gemma":[0.1466298,0.0003859545,0.000982195,0.003440003,0.002123575,0.00456456,0.002792112,0.002589511,0.001021605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00151831,"about_ca_system_score_gemma":0.003704295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003886929,"about_ca_topic_score_gemma":0.001416332,"domain_scores_codex":[0.9737025,0.01776784,0.003306139,0.0009550714,0.003666234,0.00060225],"domain_scores_gemma":[0.7607125,0.1707132,0.04330048,0.006783471,0.01374853,0.00474179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001543911,0.001193889,0.3454939,0.01161912,0.0005625431,0.0007752404,0.04803905,0.001435721,0.01135931,0.03081433,0.06438298,0.48278],"study_design_scores_gemma":[0.0005429441,0.002909537,0.6342657,0.007005217,0.0005297226,0.001273099,0.0656289,0.007984229,0.004857076,0.04830502,0.226324,0.0003746102],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6312841,0.006439428,0.1629172,0.09553944,0.003706556,0.01123033,0.004347047,0.001221097,0.08331481],"genre_scores_gemma":[0.7790264,0.001496016,0.2018129,0.007516309,0.001285776,0.004624659,0.001372117,0.00007500637,0.002790852],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04507482,"threshold_uncertainty_score":0.2383813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8028217593843973,"score_gpt":0.627788440017613,"score_spread":0.1750333193667842,"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."}}