{"id":"W1511780711","doi":"","title":"Campus Canada Records of Learning: Secure validation of competence assertions","year":2006,"lang":"en","type":"article","venue":"Open University of the Netherlands Research Portal","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Lifelong learning; Computer science; Library science; World Wide Web; Psychology; Pedagogy","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":[0.03333317,0.0004155522,0.0004787171,0.00455017,0.005276326,0.01097275,0.003225008,0.001599703,0.006500145],"category_scores_gemma":[0.1271368,0.0006458477,0.0002835125,0.003377683,0.004719359,0.008709844,0.01050045,0.002296654,0.00434967],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01320639,"about_ca_system_score_gemma":0.05826301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.425268,"about_ca_topic_score_gemma":0.333034,"domain_scores_codex":[0.9528623,0.01170117,0.003707343,0.003089133,0.02616253,0.002477579],"domain_scores_gemma":[0.7965636,0.03671508,0.01321963,0.0715263,0.07738873,0.004586698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001006245,0.0002487574,0.0341385,0.0005135566,0.00007614638,0.001423878,0.04722197,0.002423693,0.01050226,0.164436,0.1139746,0.6240343],"study_design_scores_gemma":[0.000156891,0.000164788,0.02302544,0.000835764,0.00008907652,0.0007359453,0.02463862,0.02279552,0.06175774,0.02677852,0.8385717,0.0004499309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2117821,0.001293986,0.4614706,0.02438017,0.0009143171,0.003388983,0.01501825,0.03012043,0.2516312],"genre_scores_gemma":[0.7637464,0.0008891408,0.1536373,0.001457176,0.00021679,0.0009094388,0.01038117,0.00182861,0.06693396],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9867936,"threshold_uncertainty_score":0.8455852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04025471404159985,"score_gpt":0.2728433481409769,"score_spread":0.232588634099377,"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."}}