{"id":"W6943805854","doi":"10.17605/osf.io/2tbc7","title":"Barriers and facilitators for female practitioners in orthopaedic surgery in Australia","year":2024,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orthopedic surgery; Face (sociological concept); Perspective (graphical); Developed country; MEDLINE","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":[0.005757819,0.0001858102,0.0003597898,0.0008804267,0.005758029,0.001996296,0.0009036491,0.001078605,0.005741416],"category_scores_gemma":[0.0132283,0.00045367,0.0002904465,0.0007522703,0.003023067,0.001318379,0.005502129,0.001838511,0.0004776269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003816701,"about_ca_system_score_gemma":0.01394121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05029179,"about_ca_topic_score_gemma":0.08379875,"domain_scores_codex":[0.9913697,0.004590125,0.0003636634,0.0004485114,0.001368659,0.0018593],"domain_scores_gemma":[0.9866806,0.00328792,0.002018326,0.0001671734,0.001189974,0.006656055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008620704,0.0002272827,0.3007324,0.0008587575,0.00003769549,0.002684313,0.6129914,0.0001098532,0.001282521,0.00473245,0.01129934,0.06495778],"study_design_scores_gemma":[0.00001568973,0.000310763,0.1895149,0.001273599,0.00001575888,0.00160653,0.7620589,0.0002339841,0.0001694826,0.001146591,0.04361312,0.00004082657],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571497,0.002443472,0.0003151422,0.02926979,0.0002571694,0.00007021781,0.00004211492,0.000009593972,0.01044278],"genre_scores_gemma":[0.9930038,0.001599451,0.0002992175,0.001957181,0.00005856928,0.00003628819,0.00001366445,0.000006512298,0.00302532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05029179,"threshold_uncertainty_score":0.09999812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03571377553352315,"score_gpt":0.3185762879569301,"score_spread":0.2828625124234069,"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."}}