{"id":"W4253801790","doi":"10.18833/curq/36/3/4","title":"Mucking About in the Mess: Research-based Education at Quest University Canada","year":2016,"lang":"en","type":"article","venue":"Council on Undergraduate Research Quarterly","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Political science; Sociology; Media studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03443919,0.0001805302,0.0002162006,0.0006356365,0.004072704,0.00007167337,0.001301724,0.000171294,0.00022449],"category_scores_gemma":[0.004332595,0.0001108067,0.000044148,0.002488758,0.0008753977,0.0003383899,0.00008025989,0.001919748,0.001036957],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.03046139,"about_ca_system_score_gemma":0.1256035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6321248,"about_ca_topic_score_gemma":0.9514056,"domain_scores_codex":[0.978058,0.01130019,0.0004794018,0.0007035652,0.007016422,0.002442353],"domain_scores_gemma":[0.9831051,0.01055423,0.0001201661,0.001026272,0.004500014,0.0006942193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004111806,0.0003592082,0.009988591,0.0002631987,0.000007401332,0.00004872142,0.006411226,0.000002978622,0.0004321813,0.027867,0.9290938,0.02511448],"study_design_scores_gemma":[0.001115467,0.0008933369,0.04426105,0.001067655,0.000001818797,0.000001624437,0.02825633,0.0001687336,0.00002233207,0.009504108,0.9144997,0.0002078709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5354334,0.0002324701,0.00006460619,0.3900023,0.001155394,0.002676482,0.00005215229,0.00005431248,0.07032885],"genre_scores_gemma":[0.9776235,0.0002365866,0.00002330597,0.001157502,0.0003912894,0.0002121493,0.0000146516,0.0000212377,0.02031975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4421901,"threshold_uncertainty_score":0.9997408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3646979964187809,"score_gpt":0.4900638637907863,"score_spread":0.1253658673720054,"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."}}