{"id":"W7080797457","doi":"10.25316/ir-20458","title":"Building Manager Communication Competencies in Canadian MBA Programs","year":2025,"lang":"en","type":"dissertation","venue":"VIUSpace (Vancouver Island University Library)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Core competency; Soft skills; Exploratory research; Communication skills; Qualitative research; Skills management; Key (lock); Face (sociological concept)","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":[0.003953311,0.0002339421,0.0001947162,0.001504963,0.01382347,0.003433363,0.00136372,0.0007186754,0.004180396],"category_scores_gemma":[0.008082043,0.0003004963,0.0001752272,0.001449631,0.002376431,0.001077564,0.003987014,0.001657307,0.0002230867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05926887,"about_ca_system_score_gemma":0.1752376,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9074649,"about_ca_topic_score_gemma":0.9725309,"domain_scores_codex":[0.9966747,0.0008516505,0.00004986479,0.0001579473,0.000827543,0.001438246],"domain_scores_gemma":[0.9921424,0.0007863808,0.0003852835,0.00009379682,0.00165766,0.004934339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002058087,0.0006260411,0.097579,0.0006885399,0.00002271997,0.001797501,0.5531507,0.0005264104,0.005165281,0.0228001,0.05586525,0.2615727],"study_design_scores_gemma":[0.00002420497,0.0002286135,0.1875365,0.0007363172,0.00002539467,0.0002731642,0.5325027,0.0005186279,0.001144784,0.001209256,0.2757166,0.00008388537],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9195615,0.001469347,0.0008192655,0.01854382,0.000211981,0.0002658967,0.0001498309,0.00005245557,0.05892595],"genre_scores_gemma":[0.9857873,0.0009513311,0.001556768,0.001846491,0.00003106914,0.00009385836,0.00007751253,0.00001434089,0.009641373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09253514,"threshold_uncertainty_score":0.4300278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007008099987258328,"score_gpt":0.1862913993040284,"score_spread":0.1792832993167701,"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."}}