{"id":"W2995965561","doi":"10.21810/sfuer.v12i3.1079","title":"Vietnamese Consortium Fellowship","year":2019,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Vietnamese; Library science; Political science; Medical education; Sociology; Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000638465,0.00009277472,0.0002082862,0.00001953092,0.0005293342,0.00001751415,0.0002044105,0.0000377538,0.01390263],"category_scores_gemma":[0.0006089265,0.00007892156,0.0001176928,0.0002576438,0.0001769462,0.0001382761,0.00001917853,0.0001025377,0.004933985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001201945,"about_ca_system_score_gemma":0.0005981466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000361725,"about_ca_topic_score_gemma":0.0001664374,"domain_scores_codex":[0.9988978,0.0001893592,0.0001896512,0.0001978002,0.000332426,0.0001929871],"domain_scores_gemma":[0.9993823,0.00005613556,0.00009154642,0.0001813166,0.0001892433,0.00009948496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001941604,0.0000791802,0.002422409,0.0006182582,0.00002514921,3.455984e-7,0.009214678,2.256737e-7,0.00001147955,0.3362357,0.6478947,0.003495929],"study_design_scores_gemma":[0.00003937004,0.000007402579,0.0005833841,0.0005855177,0.00002410711,9.750502e-7,0.002697304,7.866888e-8,3.943144e-7,0.003311393,0.992642,0.0001080562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001133186,0.2561658,0.000001972542,0.1192362,0.001544041,0.000606092,0.000003992923,0.00003611861,0.6212727],"genre_scores_gemma":[0.3651171,0.1389693,0.0007214238,0.04484272,0.002149086,0.0004932324,0.00007580547,0.00003672109,0.4475946],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3639839,"threshold_uncertainty_score":0.9958408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02020111148181435,"score_gpt":0.3516739651662878,"score_spread":0.3314728536844735,"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."}}