{"id":"W121547389","doi":"10.21225/d5v017","title":"Qualification Systems: Bridges to Lifelong Learning","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Lifelong learning; Psychology; Sociology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001206428,0.00005901642,0.0001099193,0.0004398181,0.000815306,0.0001112533,0.0002493315,0.00006227086,0.00009807208],"category_scores_gemma":[0.002323337,0.0000774509,0.00004064293,0.0004578164,0.0001063971,0.0006708435,0.000004355739,0.0002220133,0.00006920074],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000800394,"about_ca_system_score_gemma":0.005881699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08460608,"about_ca_topic_score_gemma":0.02320259,"domain_scores_codex":[0.9986178,0.000703052,0.0001726239,0.0001049359,0.000206954,0.0001946775],"domain_scores_gemma":[0.9977768,0.0002314058,0.0003820205,0.00008665597,0.0008889323,0.0006341831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002630493,0.00005232921,0.4172477,0.0000145143,0.00003236045,0.00003507257,0.4816585,0.002105775,0.0001148317,0.007973745,0.07432408,0.01641475],"study_design_scores_gemma":[0.00005909562,0.00002134943,0.06385431,0.00008082671,0.00001527234,0.00002014388,0.1299131,0.000003095245,0.000006510786,0.000002466177,0.8059468,0.00007694994],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819309,0.0002934195,0.0005352127,0.008260759,0.0019307,0.0001079491,0.000001046459,0.00001675084,0.006923242],"genre_scores_gemma":[0.9618481,0.00006236249,0.0004094417,0.00008281015,0.0005656491,2.647374e-7,0.000003046586,0.00000685396,0.03702144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7316228,"threshold_uncertainty_score":0.999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562728334875101,"score_gpt":0.2883098156907307,"score_spread":0.2626825323419796,"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."}}