{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004605131,0.0003076321,0.0003402097,0.0001816664,0.00007517703,0.000132487,0.0009842961,0.0002455466,0.003457178],"category_scores_gemma":[0.00008520333,0.0003124682,0.00003090578,0.0004437577,0.000007495607,0.0005354334,0.0001847301,0.0007634698,0.000805674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003314673,"about_ca_system_score_gemma":0.001279585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003506434,"about_ca_topic_score_gemma":0.0003078533,"domain_scores_codex":[0.9975531,0.00003862574,0.0005931804,0.0003713621,0.0011583,0.0002854597],"domain_scores_gemma":[0.9994287,0.00002671771,0.00006869437,0.0001438273,0.00007480942,0.0002572236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003447871,0.004865455,0.04595039,0.00613315,0.001630885,0.001221789,0.2381148,0.002392787,0.00378728,0.0005063126,0.04742164,0.6476308],"study_design_scores_gemma":[0.00170529,0.00002030033,0.448597,0.006404104,0.00003332713,0.000004540683,0.008464645,0.000624101,0.01408127,0.00001368305,0.518231,0.00182071],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872159,0.000171785,0.00001744941,0.00007509811,0.008108408,0.0006001351,0.000007841003,0.00002219894,0.003781194],"genre_scores_gemma":[0.957868,0.0003490117,0.01195044,0.0001428036,0.0005500623,0.003293568,0.003935667,0.0002614215,0.02164906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.64581,"threshold_uncertainty_score":0.9999723,"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."}}