{"id":"W2000519840","doi":"10.1108/02621710510600982","title":"In competence we trust? Addressing conceptual ambiguity","year":2005,"lang":"en","type":"article","venue":"Journal of Management Development","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Ambiguity; Competence (human resources); Conceptual framework; Originality; Competence-based management; The Conceptual Framework; Knowledge management; Psychology; Sociology; Engineering ethics; Computer science; Social psychology; Management; Engineering; Social science; Strategic planning; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001557061,0.0001864032,0.0002979759,0.000504996,0.0000884412,0.00004190439,0.0003826008,0.00006017547,0.002418015],"category_scores_gemma":[0.00001843275,0.0001725772,0.00006806356,0.0003179518,0.00005563995,0.000343149,0.0001142759,0.0002496399,0.0003760884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004378874,"about_ca_system_score_gemma":0.0001258913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003151902,"about_ca_topic_score_gemma":0.00001781569,"domain_scores_codex":[0.9975946,0.0001278542,0.001061853,0.0002206614,0.0006495409,0.0003454665],"domain_scores_gemma":[0.9991292,0.00004878992,0.0004524192,0.0001640868,0.0001130434,0.0000924932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004685932,0.001065182,0.03432113,0.00008908677,0.0005931293,0.0006626086,0.03452953,0.0008033393,0.000219846,0.01422329,0.03833741,0.8746868],"study_design_scores_gemma":[0.003314502,0.00007718653,0.5025095,0.0003550884,0.00004004051,0.00006144657,0.004534656,0.0001103691,0.0003872524,0.0006559395,0.4875841,0.0003699549],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909736,0.001547332,0.005853728,0.006238451,0.0029759,0.0005122942,7.268159e-7,0.00003296562,0.0731026],"genre_scores_gemma":[0.9572921,0.0001078694,0.03541344,0.0006574336,0.0002087445,0.00001885772,0.000002717926,0.00001586059,0.006282961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8743169,"threshold_uncertainty_score":0.9984939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08522922225173007,"score_gpt":0.3528888056711224,"score_spread":0.2676595834193923,"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."}}