{"id":"W7106799562","doi":"10.14288/cjur.v5i1","title":"Canadian Journal of Undergraduate Research, Vol. 5 No. 1 (2020)","year":2020,"lang":"en","type":"article","venue":"Open Collections","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006039768,0.0006524962,0.0008381843,0.00603094,0.003574004,0.006291664,0.002124797,0.004174171,0.3124331],"category_scores_gemma":[0.0155269,0.0006573228,0.0007223747,0.004537667,0.001860927,0.0019606,0.002206513,0.002402544,0.07875865],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01973304,"about_ca_system_score_gemma":0.1054543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7055302,"about_ca_topic_score_gemma":0.8483593,"domain_scores_codex":[0.9937286,0.0003824325,0.0002542196,0.000267119,0.004161584,0.001205992],"domain_scores_gemma":[0.9760622,0.001133826,0.0003937693,0.0005481181,0.01322555,0.008636503],"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":[0.00003285228,0.00004140381,0.0009258453,0.0002677542,0.000007023443,0.00003883479,0.0000374296,0.00004861683,0.0002216151,0.002660468,0.9444226,0.05129552],"study_design_scores_gemma":[0.00001414937,0.00001435773,0.007060937,0.0002699235,0.000007737734,0.0000545682,0.0002186983,0.0001185591,0.00009733903,0.0007981012,0.9913307,0.00001483131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008180471,0.05720787,0.002203651,0.1719955,0.08318441,0.0009182572,0.02731298,0.00193798,0.6470589],"genre_scores_gemma":[0.03755385,0.03719579,0.005919218,0.02680495,0.005787895,0.0002826379,0.01522295,0.0003919396,0.8708408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9802669,"threshold_uncertainty_score":0.9807307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1278416800396421,"score_gpt":0.4109804801350152,"score_spread":0.2831388000953731,"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."}}