{"id":"W4285797417","doi":"10.3390/curroncol29070403","title":"Choosing Wisely—Barriers and Solutions to Implementation in Low and Middle-Income Countries","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Queen's University","funders":"","keywords":"Low and middle income countries; Health care; Medicine; Healthcare system; Low income; Intervention (counseling); Order (exchange); Developing country; Nursing; Business; Economic growth; Economics; Socioeconomics; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005198607,0.0003896962,0.001656827,0.0006469011,0.001445126,0.00002844618,0.0002378505,0.0004460996,0.001158552],"category_scores_gemma":[0.001549496,0.000389753,0.00008253828,0.0005584831,0.0001666557,0.0002553613,0.0007661078,0.002411853,0.00007211611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003049197,"about_ca_system_score_gemma":0.004980282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008314074,"about_ca_topic_score_gemma":0.005534953,"domain_scores_codex":[0.9889985,0.007213206,0.001775695,0.000724016,0.0002985639,0.0009899983],"domain_scores_gemma":[0.9933634,0.004518095,0.00109459,0.0003401829,0.0001270292,0.0005566379],"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":[0.00003357937,0.00005513233,0.007371425,0.06976742,0.00004752981,0.0000138253,0.008277844,1.585038e-7,1.979869e-8,0.002036386,0.001184302,0.9112124],"study_design_scores_gemma":[0.0007032609,0.0001726511,0.0007933769,0.01299726,0.0002134956,0.00001510025,0.00678327,0.000003589142,8.78339e-9,0.0001393573,0.9778711,0.0003075923],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002002214,0.9860041,0.00002742054,0.003244573,0.00399616,0.004102739,0.0003496552,0.0000651455,0.0002080418],"genre_scores_gemma":[0.0001975194,0.9954534,0.00009879836,0.001014395,0.0003814444,0.00252924,0.0002311336,0.00005160098,0.00004251237],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9766867,"threshold_uncertainty_score":0.9998896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8076735266815739,"score_gpt":0.673153162910322,"score_spread":0.1345203637712519,"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."}}