{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002150048,0.0001314476,0.0002313861,0.0003693463,0.0007378717,0.00004194413,0.0001673205,0.0001107885,0.00207842],"category_scores_gemma":[0.001104231,0.0001295663,0.00008472126,0.0006271257,0.0000828473,0.0008694729,0.00004216608,0.0004286657,0.0006916391],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008129425,"about_ca_system_score_gemma":0.01089877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001726024,"about_ca_topic_score_gemma":0.0004319665,"domain_scores_codex":[0.9972014,0.0006333035,0.0008917984,0.0003709169,0.0003751735,0.0005274332],"domain_scores_gemma":[0.997709,0.0008327238,0.0002820829,0.0004449565,0.0004471929,0.0002840273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003247134,0.002122535,0.05419378,0.008203342,0.0001368429,2.282369e-7,0.3031156,0.00006976063,0.000325128,0.1266858,0.4076575,0.0971648],"study_design_scores_gemma":[0.0004649626,0.0003103865,0.3373536,0.0008567393,0.00005847749,0.000002629286,0.200837,0.001302715,0.00004472341,0.02213757,0.4363906,0.0002405458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5814607,0.01005221,0.03720035,0.2792081,0.03283975,0.01750665,0.0004692899,0.0009197656,0.04034315],"genre_scores_gemma":[0.9672295,0.0006981182,0.0008744182,0.001270927,0.001785788,0.002545398,0.0005239676,0.00005700888,0.02501485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3857688,"threshold_uncertainty_score":0.9988338,"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."}}