{"id":"W4392708193","doi":"10.21125/inted.2024.0238","title":"MEASURING THE IMPACT OF 21ST CENTURY SKILLS EXPERIENTIAL LEARNING ON INTERNATIONALLY TRAINED PROFESSIONALS’ (ITPS) WORKPLACE READINESS IN CANADA","year":2024,"lang":"en","type":"article","venue":"INTED proceedings","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Experiential learning; Psychology; Medical education; Knowledge management; Pedagogy; Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000826336,0.0001064428,0.0001268286,0.0001167127,0.0001641723,0.0000894531,0.0002829634,0.00005537755,0.0005234977],"category_scores_gemma":[0.0009098543,0.00007365632,0.00006849862,0.0006390939,0.00009714406,0.0001742562,0.00003005139,0.0003601557,0.000007755052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293764,"about_ca_system_score_gemma":0.002105617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5279243,"about_ca_topic_score_gemma":0.2277694,"domain_scores_codex":[0.9986867,0.00006714663,0.0002677452,0.0002218046,0.0005159125,0.0002406735],"domain_scores_gemma":[0.9992691,0.0002575198,0.00007756052,0.00004985541,0.0002648399,0.00008107763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002330533,0.0004578107,0.3484307,0.0001380348,0.00014424,0.000005973666,0.5943477,0.0002819882,0.002172923,0.02622293,0.01492029,0.01264432],"study_design_scores_gemma":[0.0009528609,0.000207658,0.5135135,0.004445609,0.0000335888,0.000007663536,0.3964195,0.001022721,0.003846135,0.002179506,0.07644204,0.0009292164],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829948,0.00006793559,0.000003102455,0.002673404,0.0008548453,0.0002278594,0.000003691208,0.0000469265,0.01312742],"genre_scores_gemma":[0.9977983,0.00001695443,0.0000145943,0.00006196149,0.0001951723,0.00004593764,0.00000386994,0.00001172474,0.001851507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3001548,"threshold_uncertainty_score":0.7863218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02010283095556542,"score_gpt":0.3346959989028357,"score_spread":0.3145931679472703,"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."}}