{"id":"W2121399560","doi":"10.1080/10494820701331558","title":"The validation and brokering of competence: Issues of trust and technology","year":2007,"lang":"en","type":"article","venue":"Interactive Learning Environments","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sydney Steel (Canada); Université de Montréal; Simon Fraser University; British Columbia Institute of Technology","funders":"Simon Fraser University; Athabasca University","keywords":"Competence (human resources); Psychology; Technology integration; Knowledge management; Computer science; Educational technology; Data science; Mathematics education; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.06993858,0.0003507991,0.001142084,0.003009496,0.006485844,0.02583912,0.00248919,0.005371215,0.005447017],"category_scores_gemma":[0.1704535,0.0008014785,0.0005731764,0.002070348,0.04087307,0.03138524,0.01716848,0.004300217,0.0008029501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01460585,"about_ca_system_score_gemma":0.01917503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03042237,"about_ca_topic_score_gemma":0.009502937,"domain_scores_codex":[0.9348145,0.04307002,0.003364911,0.004134572,0.01030615,0.004309882],"domain_scores_gemma":[0.7792233,0.1286059,0.02172132,0.03683761,0.02468464,0.008927161],"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":[0.0001222173,0.00006674497,0.009159786,0.0001153454,0.00005732378,0.0005900659,0.03392771,0.002248609,0.000613067,0.8840116,0.002789331,0.06629828],"study_design_scores_gemma":[0.00006298481,0.00009309385,0.005197614,0.0005144787,0.00005191385,0.0004956322,0.02562207,0.01282822,0.001595698,0.9153563,0.03806423,0.0001177701],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2815535,0.003809368,0.2007821,0.1527456,0.0003826152,0.0003262128,0.0001511786,0.0003179458,0.3599316],"genre_scores_gemma":[0.9932765,0.0002236238,0.004334644,0.0003632557,0.00002983022,0.00004132477,0.00001047007,0.00002371835,0.001696627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06993858,"threshold_uncertainty_score":0.369875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204365698888263,"score_gpt":0.3173063396556979,"score_spread":0.3052626826668153,"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."}}