{"id":"W4411666756","doi":"10.1177/23821205251348015","title":"Challenges and Facilitators for Physicians and Medical Schools to Promote Social Accountability in Rural Communities: A Scoping Review and Thematic Analysis","year":2025,"lang":"en","type":"review","venue":"Journal of Medical Education and Curricular Development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University; NOSM University; McMaster University; University of Ottawa; Western University","funders":"","keywords":"Accountability; CINAHL; Social accounting; Thematic analysis; Medical education; Public relations; MEDLINE; Psychological intervention; Inclusion (mineral); Medicine; Political science; Qualitative research; Psychology; Nursing; Sociology; Business; Social science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005899737,0.0002814206,0.002323753,0.0003598814,0.0003742424,0.00002140152,0.0002386974,0.0004149839,0.00008983682],"category_scores_gemma":[0.002633168,0.000199192,0.0001199074,0.0004621188,0.00009205571,0.00008644197,0.0002221542,0.001041465,0.000001000898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003043459,"about_ca_system_score_gemma":0.005323868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005610226,"about_ca_topic_score_gemma":0.0005974749,"domain_scores_codex":[0.9957663,0.0009945887,0.001901537,0.0002000562,0.0008071696,0.0003303184],"domain_scores_gemma":[0.9974653,0.0008447777,0.0007228815,0.0001334242,0.0002865853,0.0005470708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003510015,0.00008924229,0.0002098506,0.1613775,0.0001552446,5.748456e-7,0.009286501,4.221821e-9,5.617527e-10,0.00007549076,0.0004538323,0.8283483],"study_design_scores_gemma":[0.0003417528,0.00003801718,0.0007888158,0.8538939,0.00100088,0.00001987236,0.03302881,0.000004024103,4.22043e-9,0.0001031946,0.1105954,0.0001854038],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00425436,0.9849142,0.00005536756,0.007877764,0.0001905047,0.002664385,0.000005439617,0.000006452352,0.00003152825],"genre_scores_gemma":[0.0001418333,0.9962417,0.000855771,0.002039247,0.0001013365,0.0005651566,0.00002023276,0.000009693736,0.0000249559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8281628,"threshold_uncertainty_score":0.9444312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09236884799750046,"score_gpt":0.5311255745405684,"score_spread":0.438756726543068,"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."}}