{"id":"W4283031806","doi":"10.3126/jpahs.v9i1.44608","title":"Embedding social accountability in the medical school and its curricula: Patan Academy of Health Sciences, Nepal","year":2022,"lang":"en","type":"article","venue":"Journal of Patan Academy of Health Sciences","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta","keywords":"Accountability; Curriculum; Medical education; Social accounting; Political science; Sociology; Medicine; Pedagogy; Business; Accounting","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00385826,0.0001782683,0.0001162738,0.0008016461,0.006302391,0.003645121,0.0007894521,0.001061121,0.007996535],"category_scores_gemma":[0.005373641,0.0002622198,0.000163415,0.001119132,0.002049116,0.00149015,0.00696947,0.002488581,0.0005909872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006193973,"about_ca_system_score_gemma":0.04425466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007084079,"about_ca_topic_score_gemma":0.01898751,"domain_scores_codex":[0.998006,0.0008278578,0.000114699,0.0001181751,0.0003636446,0.0005695788],"domain_scores_gemma":[0.9944518,0.001833909,0.0004013134,0.0001645606,0.0005291023,0.002619335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002030185,0.002108337,0.1492728,0.003826068,0.00003926991,0.005105437,0.1537597,0.0008309901,0.004118243,0.02446458,0.04238867,0.6138828],"study_design_scores_gemma":[0.0000518335,0.00108238,0.4450755,0.002499512,0.0000412197,0.002061702,0.1383064,0.0004120448,0.00335236,0.006176114,0.4008581,0.00008285443],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8106796,0.006913521,0.00156086,0.07881174,0.000578153,0.001172286,0.000473915,0.0001090275,0.0997009],"genre_scores_gemma":[0.969949,0.003308591,0.002836618,0.006379871,0.0001817524,0.0004735038,0.0002063787,0.00001603932,0.01664815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007996535,"threshold_uncertainty_score":0.04494071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000552871964929,"score_gpt":0.4939370198424557,"score_spread":0.3938817326459628,"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."}}