{"id":"W7024563285","doi":"","title":"Shakamohtaa: Connecting and Coming Together to Support International Student Career Readiness","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Appreciative Inquiry and Organizational Change","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Career path; Credential; Higher education; Career development; Career portfolio; Restructuring; Institution; Transformational leadership","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002441378,0.000293487,0.0002043477,0.0008462826,0.02420148,0.00461261,0.001831845,0.0009418529,0.01037357],"category_scores_gemma":[0.005494127,0.0002029308,0.0003477804,0.0006995485,0.003589795,0.001494342,0.006936177,0.002429558,0.001108834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01613395,"about_ca_system_score_gemma":0.1304872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5594727,"about_ca_topic_score_gemma":0.8632496,"domain_scores_codex":[0.9974998,0.0005842749,0.00003990259,0.0001239456,0.0004850216,0.001266984],"domain_scores_gemma":[0.9920557,0.0003144398,0.0003227086,0.0001013389,0.001060656,0.006144998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009555925,0.001042428,0.1424357,0.0005919762,0.00004158336,0.001406574,0.4365878,0.0003562064,0.003621159,0.01800917,0.09767932,0.2981325],"study_design_scores_gemma":[0.00002015559,0.0002467591,0.08900209,0.0006171989,0.00004156497,0.0002025243,0.6644776,0.0005705085,0.00076209,0.002921251,0.2410663,0.00007185483],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7768751,0.001065882,0.002562206,0.04753568,0.000811576,0.0005117992,0.0001853323,0.0002143051,0.1702381],"genre_scores_gemma":[0.9732096,0.0006245986,0.003248334,0.002398992,0.00003954738,0.0001226389,0.0000903273,0.00002933371,0.02023666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5594727,"threshold_uncertainty_score":0.8862432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337512846980962,"score_gpt":0.334662336003019,"score_spread":0.2009110513049228,"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."}}