{"id":"W7106801213","doi":"10.14288/cjur.v6i2","title":"Canadian Journal of Undergraduate Research, Vol. 6 No. 2 (2021)","year":2021,"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":[0.00487613,0.0005272565,0.0007450432,0.005176618,0.004505885,0.007333712,0.001489466,0.002796327,0.3063088],"category_scores_gemma":[0.01226238,0.0006474939,0.0004986095,0.005084418,0.002429736,0.001351167,0.002434616,0.002079458,0.07192573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02012628,"about_ca_system_score_gemma":0.08885812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7508559,"about_ca_topic_score_gemma":0.8757945,"domain_scores_codex":[0.9933588,0.0004238182,0.0002529585,0.0003214175,0.004603115,0.001039933],"domain_scores_gemma":[0.97993,0.001171942,0.0003566449,0.0008371715,0.01129285,0.006411343],"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":[0.00004678387,0.00005572007,0.002373817,0.0003052653,0.00001124715,0.00009976743,0.0001669089,0.0000737608,0.0005133734,0.005414777,0.915082,0.07585658],"study_design_scores_gemma":[0.000009884649,0.00001317028,0.01030941,0.0001871159,0.000006549418,0.00009318029,0.0004012973,0.00009175377,0.0001485385,0.000715586,0.9880105,0.00001307104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01154063,0.05261586,0.001377067,0.09425332,0.03505988,0.000502446,0.01041364,0.0009991403,0.7932381],"genre_scores_gemma":[0.03817579,0.0207311,0.002049797,0.008809056,0.00236526,0.00008945137,0.003942318,0.0002330097,0.9236044],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7508559,"threshold_uncertainty_score":0.9894662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053642139403243,"score_gpt":0.4189682960346886,"score_spread":0.3136040820943643,"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."}}