{"id":"W7106786520","doi":"10.14288/cjur.v7i2","title":"Canadian Journal of Undergraduate Research, Vol. 7 No. 2 (2022): CJUR 7(2)","year":2022,"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":[0.00532398,0.0006079407,0.0008247147,0.004837933,0.006966411,0.008050925,0.001735997,0.003459772,0.3420454],"category_scores_gemma":[0.01249569,0.0006797324,0.0005953884,0.003760146,0.002981163,0.001418823,0.003336485,0.002230437,0.06868523],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01953212,"about_ca_system_score_gemma":0.08915203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6996707,"about_ca_topic_score_gemma":0.8716437,"domain_scores_codex":[0.9922366,0.0004715294,0.0002811378,0.0003723606,0.005299498,0.001338947],"domain_scores_gemma":[0.9836125,0.001047586,0.0002666519,0.0005334973,0.00904175,0.005498059],"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":[0.00004462234,0.00005655584,0.00177878,0.0003782946,0.0000106207,0.0001321501,0.0002409086,0.00007145933,0.0005495296,0.008316699,0.9188811,0.06953929],"study_design_scores_gemma":[0.00001349231,0.00001623116,0.006221497,0.0002161301,0.000006720838,0.0001251943,0.0005369041,0.0001185912,0.0002089456,0.0008625864,0.9916539,0.00001966871],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01109998,0.02929615,0.001478041,0.06325732,0.03364236,0.0005088469,0.007215501,0.001327575,0.8521742],"genre_scores_gemma":[0.04881631,0.01412959,0.002713728,0.01149076,0.00217872,0.0001129186,0.003532473,0.0003636569,0.9166617],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9804679,"threshold_uncertainty_score":0.9384924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09569671333827623,"score_gpt":0.4085703724945117,"score_spread":0.3128736591562354,"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."}}