{"id":"W4403086899","doi":"10.47678/cjhe.v54i1.190651","title":"A New Issue and a New Team","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Sociology; Psychology; Business; Management; Political science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0109015,0.001804907,0.001947227,0.004686873,0.02717421,0.03292595,0.004536683,0.01413615,0.04786879],"category_scores_gemma":[0.02497164,0.0009597716,0.001815403,0.004497421,0.01467724,0.02253022,0.01235645,0.02818558,0.01826097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01978796,"about_ca_system_score_gemma":0.06687768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.151392,"about_ca_topic_score_gemma":0.2938509,"domain_scores_codex":[0.9844087,0.001855456,0.0006677711,0.001833944,0.007016312,0.004217893],"domain_scores_gemma":[0.9453813,0.002699291,0.0009736356,0.001999476,0.02197936,0.02696692],"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":[0.00002064196,0.00002283222,0.0003285001,0.0001256411,0.000008342474,0.000235686,0.00140719,0.00002114134,0.0002044762,0.008157666,0.9607155,0.02875247],"study_design_scores_gemma":[0.000003510429,0.000007584507,0.0002239025,0.0001324089,0.000003829909,0.000128099,0.002541528,0.00001750542,0.00002386506,0.001362958,0.9955374,0.00001741681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0008461697,0.02317178,0.001481961,0.6225589,0.3276086,0.00008661725,0.0001184893,0.0003938696,0.02373366],"genre_scores_gemma":[0.02082434,0.03140707,0.005590844,0.3500353,0.1674068,0.0002383414,0.0005524178,0.001022508,0.4229224],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.151392,"threshold_uncertainty_score":0.3010216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04034684797979234,"score_gpt":0.3626915089172393,"score_spread":0.322344660937447,"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."}}