{"id":"W4398200905","doi":"10.62694/efh.2024.24","title":"Pre-clerkship Exploration of Underrepresented Specialties: Participant Perceptions","year":2024,"lang":"en","type":"article","venue":"Education for Health","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Dalhousie University","funders":"","keywords":"Underrepresented Minority; Medical education; Perception; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01189948,0.0002845874,0.000362861,0.0006838633,0.001630698,0.001600362,0.0005327587,0.00082606,0.00534208],"category_scores_gemma":[0.02600528,0.0002707307,0.0004272875,0.0003108042,0.001201613,0.001541788,0.002364369,0.001075254,0.0005224128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006194512,"about_ca_system_score_gemma":0.002051804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001806685,"about_ca_topic_score_gemma":0.002551003,"domain_scores_codex":[0.9948744,0.002969878,0.0002668873,0.0003411671,0.0007757327,0.0007719961],"domain_scores_gemma":[0.9847441,0.007928635,0.001962363,0.0002984195,0.001923852,0.003142608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008265021,0.001116529,0.3779605,0.000558056,0.00005858031,0.001287336,0.5443949,0.0001640087,0.004847658,0.0004988775,0.00283577,0.06545132],"study_design_scores_gemma":[0.00008633658,0.003193622,0.1692649,0.0005063138,0.00005484617,0.002109015,0.8076996,0.0007073319,0.001186423,0.0008008405,0.01428419,0.0001066769],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971039,0.0001609686,0.0003957856,0.0006659344,0.00002872595,0.00009460522,0.00005823786,0.000008417023,0.00148337],"genre_scores_gemma":[0.9982785,0.0001726313,0.000400234,0.0003431053,0.00001703675,0.0001752187,0.00003456518,0.00000583274,0.0005728851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01189948,"threshold_uncertainty_score":0.06293118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.405100771965828,"score_gpt":0.6243291734698393,"score_spread":0.2192284015040113,"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."}}