{"id":"W3024369440","doi":"","title":"Developing Strategy: An Examination of Strategic Planning Processes of Divisions of Student Affairs in Canadian Higher Education Institutions.","year":2019,"lang":"en","type":"book-chapter","venue":"ProQuest LLC eBooks","topic":"Organizational Strategy and Culture","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Higher education; Strategic planning; Student affairs; Political science; Public administration; Public relations; Business; Economic growth; Economics; Marketing; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000194337,0.0002365691,0.0003218374,0.0005244567,0.00007787857,0.00006517968,0.0002567719,0.0002587948,0.0001339671],"category_scores_gemma":[0.0000145345,0.0002304316,0.00003194732,0.0001437138,0.00008624695,0.0004465106,0.00004507566,0.0001880138,0.000009148835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001257791,"about_ca_system_score_gemma":0.003117072,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006571306,"about_ca_topic_score_gemma":0.03188968,"domain_scores_codex":[0.9987318,0.000009144298,0.0005331563,0.0002640098,0.0002922053,0.0001697006],"domain_scores_gemma":[0.9983279,0.00001502038,0.0006235841,0.0001658128,0.0008442667,0.00002345551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000005655224,0.00005891117,0.003639113,0.001526333,0.00002872656,0.000001999264,0.0002104603,0.0002390667,0.00007258224,0.9932516,0.00001013441,0.0009553737],"study_design_scores_gemma":[0.001821574,0.0003569195,0.6140267,0.01857466,0.0007016194,0.000007964808,0.008667487,0.00009609076,0.001459132,0.3073376,0.04396827,0.002981986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05510779,0.0003702884,0.000007692074,0.0000396422,0.0002037459,0.0006494545,0.00002287767,0.00002452283,0.943574],"genre_scores_gemma":[0.9851535,0.00001008734,0.00006289396,0.00004014204,0.0001824837,0.00001392723,0.0004118434,0.00003180973,0.01409332],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9300457,"threshold_uncertainty_score":0.9933894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08193862484695645,"score_gpt":0.2943274829894202,"score_spread":0.2123888581424638,"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."}}