{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004184638,0.0002100849,0.0001140127,0.001092734,0.002017065,0.005580526,0.0004588222,0.0009499695,0.004324175],"category_scores_gemma":[0.006324077,0.0001106013,0.0001599072,0.0009643165,0.003464742,0.003578136,0.003099663,0.001615639,0.0006943673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001782877,"about_ca_system_score_gemma":0.003075411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006755119,"about_ca_topic_score_gemma":0.0008039453,"domain_scores_codex":[0.9968005,0.001994221,0.000069828,0.0001221573,0.0005662818,0.0004468214],"domain_scores_gemma":[0.9943704,0.002526327,0.0003852592,0.0002484249,0.0008431705,0.00162644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001527648,0.0003196842,0.03165685,0.0004232496,0.00001232613,0.0008362816,0.07537916,0.0005062165,0.002942866,0.3883742,0.02429802,0.4750984],"study_design_scores_gemma":[0.00003519739,0.0008007546,0.05681711,0.001523173,0.00003353505,0.002326124,0.1089114,0.001468144,0.002325461,0.079326,0.7463571,0.00007609323],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3625434,0.02434886,0.01175428,0.06623822,0.001617024,0.00007852428,0.00003018412,0.0001477219,0.5332418],"genre_scores_gemma":[0.9664623,0.006184198,0.002659843,0.001989061,0.0004465288,0.00003190253,0.0000134812,0.0000219698,0.02219071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005580526,"threshold_uncertainty_score":0.02213073,"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."}}