{"id":"W2127950639","doi":"10.5539/ies.v2n2p63","title":"Roles of Modern Information Technology in Graduate Training","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Graduate students; Information technology; Teaching method; Mathematics education; Field (mathematics); Psychology; Medical education; Pedagogy; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003648219,0.00007347936,0.0001235153,0.000700577,0.00003748692,0.00003482624,0.0004249448,0.00003199526,0.000002934844],"category_scores_gemma":[0.0005608663,0.00007098493,0.00002627639,0.0004090987,0.00003401372,0.0007360996,0.00004486927,0.0001054205,0.000009515394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008199398,"about_ca_system_score_gemma":0.0001898019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007207394,"about_ca_topic_score_gemma":0.000004022919,"domain_scores_codex":[0.9992168,0.00004166311,0.0003234338,0.0001196695,0.0002056737,0.00009275818],"domain_scores_gemma":[0.9989005,0.00006499913,0.0001621758,0.0001639151,0.000688683,0.00001969175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002029603,0.0001031119,0.001458038,0.000003702911,0.00001731169,1.082552e-7,0.02672384,0.0001082084,0.0001524719,0.2256874,0.0003808628,0.7453629],"study_design_scores_gemma":[0.000385509,0.00006405802,0.09048674,0.0001366871,0.000005429388,0.00001730871,0.01057354,0.004634724,0.001831072,0.875087,0.01655322,0.0002246878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5138338,0.001367593,0.4012329,0.06891688,0.004966607,0.0001804097,0.000002281986,0.0001980149,0.009301573],"genre_scores_gemma":[0.9021081,0.00006180245,0.09703695,0.0005776645,0.00003780292,0.00002065689,0.000003915498,0.000001483801,0.0001515635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7451382,"threshold_uncertainty_score":0.2894682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202782296989532,"score_gpt":0.4380225476021763,"score_spread":0.3177443179032231,"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."}}