{"id":"W7106800473","doi":"10.14288/cjur.v8i1","title":"Canadian Journal of Undergraduate Research, Vol. 8 No. 1 (2023): CJUR 8(1)","year":2023,"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":[0.005869196,0.000561433,0.0008050669,0.004755728,0.006220694,0.006997047,0.001902663,0.003405686,0.3376594],"category_scores_gemma":[0.01582877,0.0006408252,0.0005565791,0.003802693,0.0027739,0.001441593,0.00319418,0.002200646,0.06340694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02093489,"about_ca_system_score_gemma":0.09603857,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6889256,"about_ca_topic_score_gemma":0.8723309,"domain_scores_codex":[0.9924524,0.0004968332,0.0002852719,0.0003909288,0.005054692,0.001319947],"domain_scores_gemma":[0.9802179,0.001313567,0.0003740739,0.0006526218,0.01093936,0.00650253],"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":[0.0000351323,0.00004352727,0.001481177,0.0003607215,0.000007320177,0.00008386061,0.0001734182,0.00005380326,0.0003956483,0.006751432,0.9261171,0.06449685],"study_design_scores_gemma":[0.0000124702,0.00001339092,0.00585581,0.0002207866,0.000005462373,0.00009343878,0.0003912026,0.0001071694,0.0001491973,0.0007792356,0.9923561,0.00001583651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01030585,0.03060602,0.001906726,0.09105647,0.04078583,0.0006686212,0.009775616,0.001545486,0.8133494],"genre_scores_gemma":[0.04770466,0.01671181,0.003971384,0.01429046,0.002645579,0.0001494099,0.00408229,0.0004265934,0.9100178],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6889256,"threshold_uncertainty_score":0.9447485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1429962563411113,"score_gpt":0.4370806371846627,"score_spread":0.2940843808435514,"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."}}