{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005955968,0.0003303183,0.0003418022,0.0009678187,0.00739469,0.00835513,0.001203053,0.00210892,0.01055011],"category_scores_gemma":[0.01937837,0.0003425551,0.0004731583,0.0006488406,0.004911673,0.004169225,0.02105996,0.003391422,0.001906128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00151893,"about_ca_system_score_gemma":0.004775528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111613,"about_ca_topic_score_gemma":0.004160533,"domain_scores_codex":[0.9895335,0.006411516,0.0003158951,0.0004008879,0.002063897,0.001274306],"domain_scores_gemma":[0.9821833,0.003916444,0.001228664,0.001404175,0.001992532,0.00927475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002032642,0.002238938,0.01753511,0.0009662411,0.00003722788,0.007884583,0.5289173,0.000444541,0.004604103,0.05182368,0.05120961,0.3341354],"study_design_scores_gemma":[0.00005983024,0.0008393864,0.02081958,0.0006507488,0.00002313385,0.01362308,0.4202733,0.0004471962,0.0009528218,0.01020492,0.5320013,0.0001048208],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5647473,0.001648668,0.01046454,0.03698014,0.001468365,0.0004036161,0.0001300955,0.0004597894,0.3836974],"genre_scores_gemma":[0.9600558,0.0009487127,0.007482474,0.00200442,0.0002694682,0.0001362286,0.00005087209,0.00005857078,0.0289934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01055011,"threshold_uncertainty_score":0.03529364,"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."}}