{"id":"W4328053770","doi":"10.46747/cfp.6903169","title":"Top POEMs of 2022 for choosing wisely in practice","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Medical Association; McGill University Health Centre","funders":"","keywords":"Clinical Practice; Poetry; Data science; Evidence-based medicine; Medical practice; Alternative medicine; Medical education; Medicine; Computer science; Family medicine; Pathology; Literature; Art","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":[0.04505663,0.001265931,0.001822192,0.004680494,0.01867876,0.02517002,0.002919632,0.02596593,0.0576612],"category_scores_gemma":[0.2071581,0.001235784,0.001305643,0.004497323,0.01600957,0.01214076,0.009139043,0.02770682,0.02816862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0201121,"about_ca_system_score_gemma":0.09547812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09605143,"about_ca_topic_score_gemma":0.2502409,"domain_scores_codex":[0.9072582,0.01652812,0.005848203,0.003801777,0.05684493,0.009718848],"domain_scores_gemma":[0.711405,0.02607971,0.009181748,0.005660699,0.1112554,0.1364173],"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":[0.0000166189,0.00001871161,0.0004757907,0.00007212048,0.000007759651,0.00005119446,0.000214529,0.00001734697,0.00004796102,0.003750523,0.9779329,0.01739454],"study_design_scores_gemma":[0.00004910568,0.00002855412,0.001939383,0.0007974008,0.00001297327,0.0002069837,0.00160204,0.00006581746,0.00004262191,0.007923558,0.9872547,0.00007675881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.000429901,0.005061009,0.0006622212,0.904546,0.04844509,0.0001126723,0.0001404865,0.00009853064,0.04050409],"genre_scores_gemma":[0.01546216,0.008654147,0.008606656,0.8783535,0.03523511,0.0003844973,0.0004792951,0.000452479,0.05237222],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.09605143,"threshold_uncertainty_score":0.2382851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5126887618399244,"score_gpt":0.524336719698099,"score_spread":0.01164795785817463,"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."}}