{"id":"W7106794871","doi":"10.14288/cjur.v7i1","title":"Canadian Journal of Undergraduate Research, Vol. 7 No. 1 (2022)","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":[0.005055612,0.0005463957,0.0008080312,0.005166064,0.004877167,0.007844795,0.001539107,0.002756745,0.2913028],"category_scores_gemma":[0.01274562,0.0006835324,0.0005064935,0.00558917,0.002836448,0.001306064,0.002521523,0.002068042,0.06657837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02071469,"about_ca_system_score_gemma":0.09130777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7573808,"about_ca_topic_score_gemma":0.8773634,"domain_scores_codex":[0.9924244,0.0004736144,0.0002626683,0.000343882,0.005421089,0.001074389],"domain_scores_gemma":[0.9795075,0.001323286,0.0003584726,0.0009713236,0.01187368,0.005965769],"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":[0.00005421398,0.00006593786,0.002343372,0.0003354137,0.0000134366,0.0001168635,0.000209245,0.00008167499,0.0006433861,0.006688891,0.9127734,0.07667413],"study_design_scores_gemma":[0.000009899408,0.00001570404,0.01004699,0.000182591,0.000007222593,0.00009860151,0.0004589397,0.00009521181,0.0001804795,0.0007567553,0.9881334,0.00001418784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01155778,0.05233018,0.00124547,0.07280757,0.03096651,0.0004401928,0.008281499,0.0009185195,0.8214523],"genre_scores_gemma":[0.04008041,0.01972885,0.001738584,0.007847463,0.002136651,0.00007800749,0.003265744,0.0002381256,0.9248861],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7573808,"threshold_uncertainty_score":0.9745049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028458918471699,"score_gpt":0.4103483995680836,"score_spread":0.3075025077209137,"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."}}