{"id":"W2889382618","doi":"10.1186/s12961-018-0360-7","title":"A systematic review on academic research productivity of postgraduate students in low- and middle-income countries","year":2018,"lang":"en","type":"review","venue":"Health Research Policy and Systems","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"International Development Research Centre; McMaster University","keywords":"Productivity; Systematic review; Health services research; MEDLINE; Medical education; Protocol (science); Health administration; Psychology; Medicine; Public health; Alternative medicine; Political science; Nursing; Economics; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1558601,0.0005592665,0.006903599,0.004025069,0.0004732851,0.0001078381,0.0007009663,0.0007399898,0.000005384128],"category_scores_gemma":[0.2712022,0.0003592051,0.0001742062,0.003683227,0.001634619,0.0001301709,0.0005682857,0.006286575,0.0001010081],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002844355,"about_ca_system_score_gemma":0.03870042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004554906,"about_ca_topic_score_gemma":0.00007428327,"domain_scores_codex":[0.9598411,0.02199531,0.00390307,0.001252757,0.008558276,0.00444944],"domain_scores_gemma":[0.9662323,0.01553982,0.001193888,0.002157155,0.002958063,0.01191875],"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":[0.0001256127,0.0001618261,0.00007683998,0.9917471,0.0001036906,0.00007586694,0.0004633363,3.578252e-9,4.911323e-8,0.0005925257,0.002462966,0.004190121],"study_design_scores_gemma":[0.0006367459,0.002525526,0.00008149789,0.8657014,0.00006125233,0.0003011395,0.0001076061,0.000005507196,2.085893e-7,0.00003070212,0.1303873,0.0001610809],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006983232,0.9579233,2.805644e-7,0.01316499,0.00011205,0.02774073,0.000141332,0.00002396028,0.0001950409],"genre_scores_gemma":[0.0006510295,0.9932747,0.000003724964,0.001041951,0.0009176903,0.002240751,0.0000292046,0.00008463961,0.001756269],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1279243,"threshold_uncertainty_score":0.999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7195699902398973,"score_gpt":0.674865634256604,"score_spread":0.04470435598329336,"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."}}