{"id":"W4234005780","doi":"10.47678/cjhe.v48i1.188048","title":"Action Research for Graduate Program Improvements: A Response to Curriculum Mapping and Review","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Curriculum; Conceptualization; Medical education; Action research; Action (physics); Psychology; Focus group; Degree program; Program Design Language; Research program; Higher education; Pedagogy; Sociology; Political science; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004646107,0.00006226207,0.0001132898,0.0003495684,0.0006735898,0.0001351802,0.0001680327,0.00004750087,0.0002734276],"category_scores_gemma":[0.001209815,0.0000597883,0.00003960701,0.0006900789,0.0002168034,0.0002262645,0.000005566498,0.0001398522,0.00002369199],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007505034,"about_ca_system_score_gemma":0.006195861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0162569,"about_ca_topic_score_gemma":0.02029714,"domain_scores_codex":[0.9984735,0.0005185537,0.0002711181,0.0001427532,0.0002554154,0.0003386431],"domain_scores_gemma":[0.9967605,0.0001077171,0.0001213158,0.0001280196,0.002084584,0.0007978175],"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":[0.00005406807,0.0001831661,0.02425687,0.0002112025,0.00002140405,5.391793e-7,0.01738796,4.928015e-8,0.0002357522,0.001481957,0.807322,0.1488451],"study_design_scores_gemma":[0.00007525257,0.0002319959,0.08118264,0.0003388569,0.0000102004,0.00000180592,0.002170175,1.264243e-7,0.00001539665,0.001481052,0.9144289,0.00006359399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8789195,0.003158762,0.00003361494,0.1118296,0.003805312,0.001456218,0.000003771606,0.00001249279,0.0007806636],"genre_scores_gemma":[0.9811949,0.0002288278,0.003345801,0.002646195,0.001974848,0.000189504,0.000003002649,0.00001246874,0.01040449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1487815,"threshold_uncertainty_score":0.9994381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2239044860720733,"score_gpt":0.5161621469360568,"score_spread":0.2922576608639835,"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."}}