{"id":"W2953933219","doi":"","title":"Agile Faculty: Practical Strategies for Managing Research, Service, and Teaching","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Agile software development; Service (business); Mathematics education; Pedagogy; Sociology; Psychology; Computer science; Business; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002804125,0.00009882754,0.0001243681,0.0007247466,0.0006320546,0.0005688836,0.0004321374,0.00005665237,0.00001525639],"category_scores_gemma":[0.001215559,0.000108362,0.00003188449,0.0003266898,0.00009978565,0.0008109571,0.00002607642,0.0003393231,0.00001088082],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001273503,"about_ca_system_score_gemma":0.007885801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01695472,"about_ca_topic_score_gemma":0.3958727,"domain_scores_codex":[0.9986758,0.0002050737,0.0002743143,0.0002318752,0.00008049537,0.0005324892],"domain_scores_gemma":[0.9970042,0.0001747031,0.0002089503,0.0002738718,0.001492526,0.0008457238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005197265,0.0000412033,0.0006321543,0.0001466281,0.00003248275,0.000008153589,0.09973089,0.00003107488,0.00007290237,0.8067601,0.04252213,0.05001706],"study_design_scores_gemma":[0.0003454376,0.0005023876,0.00762799,0.0005349831,0.00005180249,0.0006289372,0.2027193,0.009942273,0.00006038566,0.1214171,0.6558003,0.0003690854],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7862484,0.0002844253,0.08791041,0.0910769,0.005634334,0.0004726377,0.000006750208,0.00002736145,0.02833873],"genre_scores_gemma":[0.9684131,0.000004597928,0.02838716,0.0007158207,0.0009343502,0.0000214084,0.000009347083,0.00001335686,0.001500916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.685343,"threshold_uncertainty_score":0.9977385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.132928500389738,"score_gpt":0.3888713321646314,"score_spread":0.2559428317748934,"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."}}