{"id":"W3024676860","doi":"10.11575/prism/37829","title":"Exploring Professional Identity Development in Medical Laboratory Professional Students","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Professional development; Medical education; Pedagogy; Psychology; Medicine; Art","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":[0.008751719,0.0003774952,0.0006360085,0.001981729,0.0186167,0.01207689,0.002038436,0.001539953,0.001616578],"category_scores_gemma":[0.01241955,0.0005368042,0.0004603752,0.001086517,0.01370046,0.003189372,0.01310267,0.005283456,0.000293515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01417778,"about_ca_system_score_gemma":0.02790813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1043254,"about_ca_topic_score_gemma":0.1816547,"domain_scores_codex":[0.9918309,0.003167165,0.0001702499,0.0004363776,0.002094463,0.002300848],"domain_scores_gemma":[0.9885461,0.00324894,0.001582642,0.0003372409,0.001997027,0.00428819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002086925,0.0002002937,0.02487695,0.00003697998,0.000003378121,0.0004042063,0.9631018,0.00003136977,0.0005235082,0.001885644,0.0004538461,0.00846115],"study_design_scores_gemma":[0.000003056734,0.00005991651,0.009705345,0.00003618754,0.000002357466,0.0001657958,0.9844294,0.0001052517,0.0002435807,0.0002955489,0.004941395,0.00001221662],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954508,0.0001162276,0.0003623754,0.0009980109,0.0000276027,0.00003662858,0.000007614612,0.000004076123,0.002996586],"genre_scores_gemma":[0.9974126,0.0001819326,0.0003428797,0.0002941354,0.00001010785,0.00002139992,0.00001078492,0.000004564713,0.001721678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1043254,"threshold_uncertainty_score":0.2074363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05501457296677569,"score_gpt":0.3609333607465443,"score_spread":0.3059187877797686,"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."}}