{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01900021,0.001153832,0.0003560238,0.002573445,0.006503175,0.009989392,0.004015996,0.003407382,0.0157754],"category_scores_gemma":[0.02910221,0.0008767357,0.0005450096,0.002148104,0.005028734,0.01065878,0.01265703,0.004719283,0.004734724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00294543,"about_ca_system_score_gemma":0.01748594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002925364,"about_ca_topic_score_gemma":0.00988833,"domain_scores_codex":[0.988234,0.006259059,0.0004810609,0.0006580229,0.003197513,0.001170289],"domain_scores_gemma":[0.9706217,0.01017581,0.001776629,0.00475127,0.004961983,0.007712466],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001691386,0.0007597635,0.006617103,0.0004520234,0.00004722883,0.0006979978,0.03115021,0.002635973,0.004365914,0.1352174,0.1053772,0.7125101],"study_design_scores_gemma":[0.0002392962,0.0007012619,0.00349305,0.0008551608,0.00007119089,0.002149573,0.06322747,0.01178031,0.01031905,0.2285914,0.6783631,0.0002092063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04365611,0.001250975,0.7953644,0.05016105,0.001594768,0.0012049,0.0002128144,0.003661658,0.1028933],"genre_scores_gemma":[0.2269897,0.001283979,0.6900417,0.002430206,0.0002718733,0.001176367,0.0002062474,0.0006847415,0.0769152],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9809998,"threshold_uncertainty_score":0.1004839,"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."}}