{"id":"W4401645263","doi":"10.1186/s12909-024-05811-6","title":"Gender-based differences in the representation and experiences of academic leaders in medicine and dentistry: a mixed method study from Pakistan","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Gender disparity; Medical education; Qualitative research; Globe; Government (linguistics); Psychology; Political science; Medicine; Sociology; Social science; Gender studies","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004494637,0.00009707602,0.0002102595,0.0002863862,0.000113508,0.00001875392,0.0002153951,0.0001494104,0.0005771277],"category_scores_gemma":[0.007536026,0.00006478323,0.00001235101,0.000644516,0.0003196971,0.0001917694,0.00004410029,0.0007462733,0.000005455082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009934691,"about_ca_system_score_gemma":0.002936068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008573447,"about_ca_topic_score_gemma":0.002473122,"domain_scores_codex":[0.995038,0.002972101,0.0006065015,0.0003658656,0.0008270484,0.0001904918],"domain_scores_gemma":[0.9929816,0.006520406,0.0001246806,0.0001903363,0.00005265509,0.0001302861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003886724,0.0002170945,0.6285604,0.0002463958,0.000005927691,0.0000025647,0.3615918,1.05592e-7,0.00003521069,0.0002880375,0.0004712751,0.008542321],"study_design_scores_gemma":[0.0003139652,0.00002910235,0.4866256,0.0002675928,0.00001263876,0.000001875894,0.5111521,0.0007335608,0.000005030809,0.000784505,0.00004298148,0.00003102242],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882093,0.003166045,0.0007684086,0.005452646,0.001301056,0.0008811542,0.000001983369,0.00001303735,0.0002063867],"genre_scores_gemma":[0.997919,0.000172613,0.000385994,0.0004176263,0.0001958053,0.0007793035,0.00003289662,0.000007878479,0.00008893321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1495604,"threshold_uncertainty_score":0.9980286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3910595180040244,"score_gpt":0.6432465442274905,"score_spread":0.2521870262234661,"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."}}