{"id":"W3006034320","doi":"","title":"Academic professional development: Benefits of a pracademic experience","year":2019,"lang":"en","type":"article","venue":"Griffith Research Online (Griffith University, Queensland, Australia)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Engineering, Michigan State University; Tshwane University of Technology; University of Waterloo; University of Surrey; Curtin University of Technology; University of Cincinnati; Griffith University; Deakin University; University of South Africa; University of Wollongong; Michigan State University; Flinders University; University of New England; Massey University; Auckland University of Technology, New Zealand; Queensland University of Technology; University of Waikato; University of New South Wales","keywords":"Employability; Curriculum; Relevance (law); Professional development; Medical education; Learning development; Pedagogy; Higher education; Engineering ethics; Psychology; Sociology; Political science; Medicine; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[],"category_scores_codex":[0.00267876,0.0002656757,0.0004260009,0.0006250222,0.0008589983,0.0000403296,0.001469225,0.0006541341,0.001804525],"category_scores_gemma":[0.0005045515,0.0002653943,0.0001141322,0.001947762,0.001088811,0.0006329035,0.0004104792,0.00200112,0.00048973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005490331,"about_ca_system_score_gemma":0.002365295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004244668,"about_ca_topic_score_gemma":0.004102094,"domain_scores_codex":[0.9940735,0.001190983,0.000529781,0.0007728005,0.002204134,0.001228876],"domain_scores_gemma":[0.996888,0.000627649,0.0002604073,0.00049275,0.001090351,0.0006408865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003083355,0.0006232927,0.9323068,0.0001378237,0.0000490591,0.000008773896,0.04090806,0.00006301244,0.0004758729,0.01350871,0.009777941,0.001832273],"study_design_scores_gemma":[0.0009424952,0.0001036984,0.6911933,0.0002703495,0.00001197524,0.000002673308,0.019275,0.000005352201,0.0003592104,0.0002083167,0.2872629,0.0003646773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991803,0.0000867763,0.000006021449,0.004093417,0.0007783276,0.0009983393,0.0001076265,0.0001028994,0.002023624],"genre_scores_gemma":[0.888316,0.0002877675,0.001024919,0.0000575406,0.0002919344,0.000006865433,0.00008757554,0.00002071802,0.1099067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.277485,"threshold_uncertainty_score":0.9999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.223259839639526,"score_gpt":0.4706424298719252,"score_spread":0.2473825902323992,"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."}}