{"id":"W4378953205","doi":"10.1007/s10459-023-10245-8","title":"Thresholds of becoming: an exploration of threshold concepts as a means to support professional identity formation in competency-based curricula","year":2023,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Centre for Advancing Health Outcomes; University of Victoria; University of British Columbia","funders":"","keywords":"Competence (human resources); Preceptor; Identity (music); Curriculum; Psychology; Professional development; Medical education; Engineering ethics; Pedagogy; Social psychology; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.007779546,0.0004099843,0.0003955869,0.001972989,0.00486131,0.009395465,0.001954623,0.001632729,0.005769435],"category_scores_gemma":[0.02926344,0.0003427808,0.0006099328,0.001447483,0.01501079,0.01313138,0.007231309,0.004378319,0.000489679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004775823,"about_ca_system_score_gemma":0.009690179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003462959,"about_ca_topic_score_gemma":0.004234281,"domain_scores_codex":[0.9932847,0.00366285,0.0003630447,0.0005677477,0.001524872,0.0005968239],"domain_scores_gemma":[0.9832092,0.009248801,0.00179817,0.001373139,0.002167384,0.002203281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002433958,0.0000621623,0.002593962,0.00007821722,0.000004680116,0.00007048837,0.03788976,0.0003301963,0.0004129932,0.940719,0.0005851044,0.01722896],"study_design_scores_gemma":[0.00002433925,0.0001041375,0.004478177,0.0003330112,0.00003084752,0.0003228242,0.06191251,0.005654314,0.00101207,0.8909003,0.03517581,0.0000516002],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3042563,0.001104715,0.2215178,0.01917641,0.000626323,0.0004440808,0.0001108989,0.000270659,0.4524927],"genre_scores_gemma":[0.9747585,0.0002041199,0.02129462,0.0003186158,0.00001985913,0.0001212821,0.00002478404,0.00004677165,0.003211481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009395465,"threshold_uncertainty_score":0.0411427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06720612753782922,"score_gpt":0.4943447787212211,"score_spread":0.4271386511833918,"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."}}