{"id":"W2213229118","doi":"","title":"Quality in Postgraduate Research: Knowledge creation in testing times Part 1","year":2006,"lang":"en","type":"book","venue":"ANU Open Research (Australian National University)","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Melbourne; Deakin University; McMaster University; North Carolina State University","keywords":"Quality (philosophy); Knowledge management; Computer science; Epistemology; Philosophy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004874071,0.0003621503,0.0005095493,0.002032624,0.00162215,0.01031411,0.0008880172,0.002218046,0.01845243],"category_scores_gemma":[0.01226557,0.0004070198,0.0005141341,0.004069459,0.006629142,0.008968435,0.002536145,0.003312952,0.0020865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00636884,"about_ca_system_score_gemma":0.00653589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003631343,"about_ca_topic_score_gemma":0.004552013,"domain_scores_codex":[0.9965695,0.001244925,0.0002273566,0.0002539432,0.001396882,0.0003073241],"domain_scores_gemma":[0.9839176,0.009994624,0.001222679,0.001170281,0.002122463,0.001572353],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004740721,0.0001576425,0.002213667,0.000406921,0.000008313019,0.0001508874,0.006219052,0.000479554,0.0005872543,0.6584226,0.08992337,0.2413833],"study_design_scores_gemma":[0.00001319911,0.000143045,0.01172602,0.0009824639,0.00001659132,0.000785352,0.004245459,0.001586614,0.001256363,0.4419895,0.5372148,0.0000406045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01765264,0.0532697,0.01862806,0.05426463,0.00255559,0.0001964701,0.0001703232,0.0002365797,0.853026],"genre_scores_gemma":[0.4750088,0.02964907,0.01385484,0.006488428,0.004702246,0.000284811,0.0003102768,0.0004417785,0.4692598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9951259,"threshold_uncertainty_score":0.06172955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.482088562409776,"score_gpt":0.5210375406880842,"score_spread":0.03894897827830818,"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."}}