{"id":"W4391878776","doi":"10.1097/moo.0000000000000964","title":"‘Seeing is believing’ – gender disparities in otolaryngology-head and neck surgery in Africa: a narrative review","year":2024,"lang":"en","type":"review","venue":"Current Opinion in Otolaryngology & Head & Neck Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Workforce; Otorhinolaryngology; Medicine; Narrative; Narrative review; Medical education; Political science; Family medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002156395,0.0007114171,0.001235214,0.003045474,0.0007398944,0.002240584,0.0007594302,0.001566244,0.00426156],"category_scores_gemma":[0.01519046,0.0002762295,0.001302463,0.003973491,0.0009890816,0.002745272,0.001119974,0.001151386,0.0003127309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563629,"about_ca_system_score_gemma":0.006532809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004217746,"about_ca_topic_score_gemma":0.008970727,"domain_scores_codex":[0.998315,0.0007181939,0.0003588893,0.0001865462,0.0003105685,0.000110745],"domain_scores_gemma":[0.991691,0.006512897,0.001024695,0.00007663528,0.0005705638,0.0001242856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001591145,0.00005185554,0.00281463,0.557644,0.001267439,0.0006777769,0.004322589,0.000146193,0.0002801093,0.007480056,0.03461046,0.3905458],"study_design_scores_gemma":[0.00003996706,0.0001112054,0.007946834,0.6840432,0.003838941,0.003124612,0.005925768,0.00007001946,0.0001965138,0.002327927,0.2923185,0.00005639173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005576356,0.9972032,0.00005141873,0.001110094,0.0002615443,0.00001936018,0.00004308332,0.000001990553,0.000751595],"genre_scores_gemma":[0.007992814,0.9904287,0.000127663,0.001021683,0.0002122052,0.00003195672,0.00003125436,0.000001907374,0.0001518675],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00426156,"threshold_uncertainty_score":0.0142563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614191932520676,"score_gpt":0.3985668584952554,"score_spread":0.2371476652431877,"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."}}