{"id":"W2597199961","doi":"10.1108/tcj-06-2016-0047","title":"Turnaround of the Professional, Applied and Continuing Education Department at the University of Winnipeg","year":2017,"lang":"en","type":"article","venue":"The CASE Journal","topic":"Intellectual Capital and Performance Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Academic department; Strategic planning; Turnaround time; Management; Strategic management; Portfolio; Human resources; Sociology; Higher education; Business; Public relations; Political science; Operations management; Engineering; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003992621,0.00005186099,0.00007945961,0.00002482117,0.001464082,0.00008369691,0.0002455792,0.00001704026,0.000231715],"category_scores_gemma":[0.00003820859,0.00002258061,0.00006121105,0.00005158682,0.0001927334,0.0002337633,0.0002309837,0.0001185519,0.000008560594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001653701,"about_ca_system_score_gemma":0.00002007831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001353774,"about_ca_topic_score_gemma":0.0001540227,"domain_scores_codex":[0.9996542,0.00001293818,0.0001032395,0.00004598658,0.0001131291,0.00007047746],"domain_scores_gemma":[0.9992135,0.00003582501,0.0004401883,0.0001939517,0.0001112631,0.000005320585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002682789,0.0009104795,0.1814159,0.0009803852,0.001261951,0.0002290835,0.03214609,0.0008002398,0.02555373,0.03480165,0.2008708,0.5183468],"study_design_scores_gemma":[0.004007924,0.00010967,0.5603784,0.001566784,0.003616448,0.003574296,0.1376754,0.009775035,0.007705586,0.02141,0.2492094,0.0009710907],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931256,0.000190736,0.000006753392,0.001795269,0.0002111435,0.00008650855,9.281201e-7,0.000001397891,0.004581716],"genre_scores_gemma":[0.9976027,0.00004865251,0.000003773693,0.0001785238,0.0002819348,3.563107e-7,7.08013e-7,0.000002733773,0.001880616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5173758,"threshold_uncertainty_score":0.9998358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280128235860079,"score_gpt":0.2231441894508492,"score_spread":0.2103429070922484,"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."}}