{"id":"W4396994311","doi":"10.61230/interconnection.v1i4.76","title":"Strategies for Competence Development in Dynamic Business Landscapes","year":2024,"lang":"en","type":"article","venue":"Interconnection An Economic Perspective Horizon","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Competence (human resources); Process management; Business; Geography; Environmental resource management; Management; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00649529,0.0005183601,0.0003576702,0.002784821,0.006061054,0.01247797,0.001546993,0.002241815,0.006305464],"category_scores_gemma":[0.008702967,0.0002762769,0.0005369305,0.001476199,0.01174303,0.01211611,0.01552698,0.002185848,0.001118141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004869691,"about_ca_system_score_gemma":0.009190423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001993556,"about_ca_topic_score_gemma":0.003952115,"domain_scores_codex":[0.9954056,0.002797701,0.0001441771,0.0003788439,0.0005236926,0.0007501438],"domain_scores_gemma":[0.9956568,0.001676386,0.0005260126,0.0003702109,0.0005994997,0.00117106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003575031,0.0002316657,0.007463077,0.0005544014,0.00003292289,0.001151317,0.06749756,0.002157314,0.002225574,0.7191715,0.008975011,0.190504],"study_design_scores_gemma":[0.00002883039,0.0001602012,0.00887568,0.001213583,0.0000207424,0.0008321077,0.1758749,0.003391681,0.001388624,0.5408588,0.2672938,0.00006095966],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2176773,0.004623038,0.1635272,0.05774016,0.0003318831,0.0007769584,0.00007831279,0.0002806193,0.5549647],"genre_scores_gemma":[0.9365781,0.001464381,0.04895953,0.001230894,0.00003470342,0.0002532747,0.00005232565,0.00004149623,0.01138522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01247797,"threshold_uncertainty_score":0.0353322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01835716893515584,"score_gpt":0.2736846613700232,"score_spread":0.2553274924348674,"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."}}