{"id":"W3162897527","doi":"10.1136/bmjqs-2020-011717","title":"How does the effectiveness of strategies to improve healthcare provider practices in low-income and middle-income countries change after implementation? Secondary analysis of a systematic review","year":2021,"lang":"en","type":"review","venue":"BMJ Quality & Safety","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"Centers for Disease Control and Prevention; Centers for Disease Control and Prevention Foundation; Johns Hopkins University; Bill and Melinda Gates Foundation","keywords":"Low and middle income countries; Medicine; Low income; Health care; Systematic review; Nursing; MEDLINE; Developing country; Economic growth; Socioeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04771357,0.0005624042,0.006617464,0.0006677652,0.0003575296,0.00008750687,0.0006111311,0.0002870364,0.0001774587],"category_scores_gemma":[0.008758448,0.0003271477,0.0005089656,0.003272003,0.0002027984,0.0008554243,0.0004769455,0.0008025678,0.000006680104],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007737218,"about_ca_system_score_gemma":0.00695235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007595339,"about_ca_topic_score_gemma":0.02732273,"domain_scores_codex":[0.9484921,0.04139802,0.007334457,0.0008692138,0.001124861,0.0007814133],"domain_scores_gemma":[0.9570495,0.03056482,0.009553042,0.001419501,0.001164591,0.0002484762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005664931,0.00001665585,0.004391275,0.9841031,0.0005970402,0.000003496788,0.007788348,6.279625e-8,1.443584e-7,0.001129212,0.000004668634,0.001909284],"study_design_scores_gemma":[0.0005344293,0.0001041889,0.03916244,0.914131,0.004440213,0.000002876826,0.03327966,0.000001140096,7.462467e-7,0.0000577186,0.007842379,0.0004431561],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001376557,0.9471241,0.00006275424,0.01016167,0.0002976345,0.03525841,0.005679859,0.00002326126,0.00001580561],"genre_scores_gemma":[0.008946564,0.9652201,0.0001144597,0.00302367,0.00009501478,0.02231326,0.0002088501,0.00004065887,0.00003741865],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06997211,"threshold_uncertainty_score":0.999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4461403675032394,"score_gpt":0.6643809141847243,"score_spread":0.218240546681485,"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."}}