{"id":"W1547596420","doi":"","title":"The Learning Bench: Personal Knowledge Management Technologies and Methodology in Learning","year":2005,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Knowledge management; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.003029253,0.0001796061,0.0001814233,0.0007609088,0.0005851019,0.0004955773,0.0009610449,0.0002390132,0.00009714558],"category_scores_gemma":[0.001210661,0.0001426656,0.0001443739,0.0007389778,0.0003457608,0.001780276,0.0003475554,0.0005908838,0.000121351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137662,"about_ca_system_score_gemma":0.0001376519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005582036,"about_ca_topic_score_gemma":0.00003015409,"domain_scores_codex":[0.9980782,0.00007827145,0.0008099707,0.0002651931,0.0004778822,0.0002904851],"domain_scores_gemma":[0.9981121,0.0004371861,0.0004767338,0.0002041962,0.0007370039,0.00003280463],"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":[0.00001502322,0.00004311232,0.01371894,0.000008621221,0.00003479146,2.848673e-8,0.006194171,0.00004548217,0.00002008241,0.2400562,0.005082934,0.7347806],"study_design_scores_gemma":[0.0004446758,0.00003901803,0.005389846,0.0000191364,0.00001605236,0.000006088942,0.2659967,0.02997827,0.0000832713,0.0140333,0.6838181,0.000175542],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5556698,0.002325403,0.131439,0.1729849,0.002824091,0.003231244,0.00002989065,0.001847554,0.1296481],"genre_scores_gemma":[0.9727632,0.000532723,0.01401083,0.000262201,0.00005521456,0.0005701602,0.00006394021,0.00000733696,0.01173443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.734605,"threshold_uncertainty_score":0.5817735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2712633942365639,"score_gpt":0.4748635766250381,"score_spread":0.2036001823884742,"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."}}