{"id":"W2184657231","doi":"","title":"The opinions expressed in this research document are those of the authors and do not necessarily represent the views or official polices of the Higher Education Quality Council of Ontario or other agencies or organizations that may have provided support, financial or otherwise, for this project.","year":2010,"lang":"en","type":"article","venue":"","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Political science; Public relations; Library science; Computer science; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009386899,0.000204663,0.0003453344,0.0000822953,0.001682703,0.000302487,0.00140005,0.0002231118,0.005032256],"category_scores_gemma":[0.01575593,0.00007643068,0.00009840844,0.001386565,0.00143033,0.0004586694,0.0002637807,0.0006055043,0.000002852376],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005817934,"about_ca_system_score_gemma":0.04801414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.379882,"about_ca_topic_score_gemma":0.8852026,"domain_scores_codex":[0.9941633,0.002506076,0.0008402281,0.0004224546,0.001648707,0.0004192464],"domain_scores_gemma":[0.9896951,0.005629431,0.001454396,0.001118452,0.002026688,0.00007597264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001733572,0.0008724681,0.07599373,0.0001920645,0.00007787584,1.961725e-7,0.7621875,0.00001057372,0.0009326374,0.04515529,0.111529,0.001315142],"study_design_scores_gemma":[0.000355693,0.0001020031,0.06581008,0.000102996,0.00004270785,6.996685e-7,0.0606988,0.000003090279,0.002141939,0.0004433297,0.8701647,0.0001339461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8109685,0.00012294,0.00002169184,0.1423452,0.003404567,0.01153339,0.0002352271,0.00006068857,0.0313078],"genre_scores_gemma":[0.6078278,0.00006026639,0.0004831621,0.0003895263,0.0002541029,0.0005506701,0.000002883039,0.00002670219,0.3904049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7586358,"threshold_uncertainty_score":0.999617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3170964247824179,"score_gpt":0.490709290800207,"score_spread":0.1736128660177891,"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."}}