{"id":"W297003680","doi":"","title":"Work-integrated learning workloads: The realities and responsibilities","year":2011,"lang":"en","type":"article","venue":"Griffith Research Online (Griffith University, Queensland, Australia)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of South Africa; University of Waterloo; University of New England; Flinders University; University of Dhaka; University of Surrey; University of Technology Sydney; Simon Fraser University; Murdoch University; Massey University; University of Johannesburg; Central Queensland University; Auckland University of Technology, New Zealand; Australian Catholic University; University of Waikato","keywords":"Workload; Work (physics); Metropolitan area; Scope (computer science); Statement of work; Medical education; Psychology; Knowledge management; Public relations; Computer science; Political science; Engineering; Medicine","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":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.005097136,0.0002798293,0.0003404635,0.0004644168,0.002553543,0.0002269482,0.0009260082,0.000335641,0.001381647],"category_scores_gemma":[0.001393543,0.0002245901,0.0001219709,0.001970479,0.003540218,0.0004128815,0.0002944796,0.001783442,0.0001150394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003888473,"about_ca_system_score_gemma":0.0009262519,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06539156,"about_ca_topic_score_gemma":0.05180809,"domain_scores_codex":[0.9922039,0.004459837,0.0003307983,0.0006729975,0.001138749,0.001193726],"domain_scores_gemma":[0.9962863,0.001435926,0.0001224263,0.0005826504,0.001018675,0.0005540158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001325073,0.0004953525,0.8110238,0.00005978891,0.0001266609,0.00008399098,0.1099312,0.0000139745,0.00001268921,0.03899358,0.03393434,0.003999465],"study_design_scores_gemma":[0.0005103051,0.0001839223,0.4736101,0.0001138941,0.00003142724,0.000003806536,0.1352725,0.000002516635,0.00001307629,0.001598675,0.3883432,0.0003165079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809533,0.0001404321,0.00002196552,0.008390829,0.0002757906,0.000634153,0.00007497641,0.00023675,0.009271817],"genre_scores_gemma":[0.8197588,0.0008027268,0.00101094,0.00006123786,0.0003048616,0.000005463229,0.00004688947,0.0000232472,0.1779859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3544089,"threshold_uncertainty_score":0.9995312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2816174070623743,"score_gpt":0.4148664291545001,"score_spread":0.1332490220921257,"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."}}