{"id":"W3042517052","doi":"","title":"The Effectiveness and Challenges of E-learning in Surgical Training in Low- and Middle-Income Countries: A Systematic Review","year":2020,"lang":"en","type":"review","venue":"Global Health: Annual Review","topic":"Global Health and Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Low and middle income countries; Psychological intervention; Inclusion (mineral); Medical education; Medicine; Developing country; Psychology; Nursing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01372167,0.0006620131,0.01153329,0.0001016165,0.0001113031,0.00001535317,0.0002161799,0.000294283,0.000003837836],"category_scores_gemma":[0.004648996,0.0004086625,0.0004393159,0.001127281,0.0001734396,0.00007370835,0.000141622,0.0009555896,0.00001496793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007260877,"about_ca_system_score_gemma":0.002994833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001228031,"about_ca_topic_score_gemma":0.0001225651,"domain_scores_codex":[0.9884165,0.005627763,0.00365567,0.0007311688,0.0006083525,0.0009605473],"domain_scores_gemma":[0.9934698,0.00390134,0.001304365,0.0004299084,0.0001651325,0.000729498],"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":[0.00003696868,0.00001619587,0.00002024046,0.6826161,0.00003741978,0.0001524797,0.0000897303,8.435933e-9,1.828392e-11,0.001102918,0.000007746748,0.3159202],"study_design_scores_gemma":[0.0002748045,0.000220399,0.00006263029,0.6163249,0.0003778339,0.0009167462,0.000147543,8.755389e-7,2.37813e-10,0.00001692533,0.381506,0.0001513325],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006537789,0.9865367,3.164259e-7,0.003274644,0.0001328712,0.009600486,0.0001126088,0.00003248266,0.0003034002],"genre_scores_gemma":[0.00006906679,0.998005,0.00000847973,0.001181011,0.00005362737,0.0006237783,0.00002324694,0.00003161631,0.000004146397],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3814983,"threshold_uncertainty_score":0.9998365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05231736779171171,"score_gpt":0.3918568394709406,"score_spread":0.3395394716792289,"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."}}