{"id":"W4386727125","doi":"10.1007/s10459-023-10280-5","title":"Medical students’ views on what professionalism means: an Ubuntu perspective","year":2023,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"African cultural and philosophical studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Perspective (graphical); Medical education; Faculty development; Psychology; Engineering ethics; Pedagogy; Medicine; Sociology; Professional development; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004266872,0.0001132065,0.0001896199,0.0001486653,0.001691499,0.000142931,0.0007872017,0.00006643077,0.0001527023],"category_scores_gemma":[0.0009616227,0.00007944651,0.00003102062,0.001947697,0.0008756664,0.001783804,0.00007559557,0.0002166987,0.00009156928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004244774,"about_ca_system_score_gemma":0.001273221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002418824,"about_ca_topic_score_gemma":0.00766127,"domain_scores_codex":[0.9961569,0.0006252601,0.0003327049,0.0004694848,0.001940076,0.0004755322],"domain_scores_gemma":[0.998919,0.0004207293,0.0001600709,0.0001090554,0.0001355865,0.0002555498],"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":[0.00001643744,0.0004717945,0.0141246,0.00004110605,0.000002654972,0.00000120021,0.1222854,0.00007760977,5.532513e-7,0.6902519,0.001240223,0.1714865],"study_design_scores_gemma":[0.0001277529,0.0003069409,0.01931643,0.000631527,0.000001374622,5.006539e-7,0.3950591,0.00005131081,0.000001067016,0.2993437,0.2849744,0.0001858782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.30145,0.03822024,0.00001084229,0.608273,0.009105941,0.001770842,0.000005965019,0.0002862019,0.040877],"genre_scores_gemma":[0.9217177,0.06532079,0.0001883454,0.01047876,0.001010027,0.0002685567,0.00001079111,0.000006716261,0.0009983373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6202677,"threshold_uncertainty_score":0.9996082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214986041194539,"score_gpt":0.5343954613733594,"score_spread":0.4128968572539055,"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."}}