{"id":"W4319040358","doi":"10.47678/cjhe.vi0.189323","title":"The Evolving Role of the External Search Firm in the Canadian Decanal Search","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Decanal; Merge (version control); Process (computing); Public relations; Perspective (graphical); Political science; Biology; Computer science; Information retrieval","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":[0.006819125,0.0002672516,0.0004770058,0.003248816,0.02297248,0.01372221,0.00140197,0.001690992,0.007608134],"category_scores_gemma":[0.0144941,0.0003906124,0.0002771557,0.005084399,0.01327381,0.003157413,0.006840547,0.002229336,0.0003737539],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1108639,"about_ca_system_score_gemma":0.160136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9452832,"about_ca_topic_score_gemma":0.9774123,"domain_scores_codex":[0.9909397,0.001373753,0.000193129,0.0006314583,0.002099457,0.004762406],"domain_scores_gemma":[0.9845325,0.00316524,0.001382425,0.00045505,0.002886093,0.007578607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004465118,0.0001911572,0.2394886,0.000522931,0.00004841021,0.002598626,0.2216147,0.001107552,0.001968664,0.333753,0.0288033,0.1694566],"study_design_scores_gemma":[0.00004106323,0.00009076489,0.2304586,0.0004743637,0.00005275198,0.0004225005,0.4509355,0.001335303,0.0007703062,0.01034519,0.3049093,0.0001643061],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7894087,0.002533397,0.002110256,0.03645401,0.0001957266,0.000120452,0.0002494274,0.00004867034,0.1688793],"genre_scores_gemma":[0.9897083,0.0006305109,0.000385108,0.0009546606,0.00001847195,0.000009539134,0.00003649429,0.00001262964,0.008244245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8891361,"threshold_uncertainty_score":0.8043777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01905517487247277,"score_gpt":0.3149043960322431,"score_spread":0.2958492211597703,"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."}}