{"id":"W2886700377","doi":"","title":"Work-integrated learning and professional accreditation policies: An environmental health higher education perspective","year":2018,"lang":"en","type":"article","venue":"QUT ePrints (Queensland University of Technology)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of South Africa; 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; Michigan State University; Flinders University; University of New England; Massey University; Auckland University of Technology, New Zealand; Southern Cross University; Queensland University of Technology; University of Waikato; University of New South Wales","keywords":"Accreditation; Stakeholder; Work (physics); Perspective (graphical); Participatory action research; Citizen journalism; Engineering ethics; Medical education; Public relations; Professional development; Pedagogy; Sociology; Political science; Medicine; Engineering; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002582314,0.00006899834,0.0001091641,0.0001838412,0.0006334846,0.000009735337,0.0001472734,0.0001485926,0.0008339541],"category_scores_gemma":[0.00004836077,0.00007519353,0.00001964415,0.0002968334,0.0009932326,0.0001427362,0.00005202671,0.0001794148,0.00003235542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003296743,"about_ca_system_score_gemma":0.0004520716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004880263,"about_ca_topic_score_gemma":0.0007883468,"domain_scores_codex":[0.9992359,0.0001642539,0.00008378001,0.0002304108,0.0001253034,0.0001603197],"domain_scores_gemma":[0.9995432,0.0000238992,0.0001118443,0.0001150306,0.000111142,0.00009488374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006626722,0.0003887166,0.8893469,0.000006790653,0.00002082911,3.264242e-7,0.04175044,4.034282e-7,0.0001379022,0.04050228,0.002100546,0.0256786],"study_design_scores_gemma":[0.0001946323,0.0001087797,0.7105095,0.00002738344,0.000007037782,3.821525e-7,0.09350534,0.000001182776,0.00003094315,0.003601138,0.191922,0.00009170168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801564,0.00004459471,0.00005800544,0.01606095,0.0002413773,0.0001712041,0.000004397667,0.0001103107,0.003152738],"genre_scores_gemma":[0.9901492,0.00006463144,0.002084897,0.00006228534,0.00007108239,6.462908e-7,0.00001124898,0.00000406882,0.007551943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1898215,"threshold_uncertainty_score":0.9131213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557601513050088,"score_gpt":0.321602624657155,"score_spread":0.3060266095266541,"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."}}