{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00805096,0.0003736362,0.0003846091,0.001612792,0.001281115,0.007301976,0.001229388,0.001768597,0.01959709],"category_scores_gemma":[0.0140109,0.0003356705,0.0003738245,0.001209881,0.003472574,0.01522697,0.003760246,0.002395972,0.002837041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007429096,"about_ca_system_score_gemma":0.001108116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003256307,"about_ca_topic_score_gemma":0.0004119074,"domain_scores_codex":[0.9967709,0.002195784,0.0001410157,0.0002117699,0.0005973095,0.00008315204],"domain_scores_gemma":[0.9873448,0.009210071,0.0003677096,0.001587703,0.0008535105,0.0006360887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001307811,0.0003286825,0.002112563,0.0005069188,0.00003704708,0.000142768,0.006827759,0.0005743209,0.002970687,0.3363333,0.02156417,0.6284709],"study_design_scores_gemma":[0.000131624,0.0005170332,0.004627331,0.000782517,0.00009964122,0.0005134748,0.005484578,0.01494888,0.008447401,0.6942295,0.2701337,0.00008454207],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03311113,0.003144557,0.8280612,0.0207405,0.0008705389,0.0003466263,0.0002264036,0.002819147,0.1106798],"genre_scores_gemma":[0.3658947,0.002304457,0.5565867,0.003418659,0.000930044,0.0008825219,0.0003093053,0.0007302185,0.06894334],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01959709,"threshold_uncertainty_score":0.06555879,"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."}}