{"id":"W4238032486","doi":"10.1002/he.447","title":"Selected resources and bibliography","year":2011,"lang":"en","type":"article","venue":"New Directions for Higher Education","topic":"Diverse Specialized Academic Research","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bibliographical Society of Canada","funders":"","keywords":"Higher education; Bibliography; Political science; Sociology; Library science; Public relations; Computer science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001465178,0.00007219611,0.0001147676,0.002659934,0.0001429954,0.00005906144,0.000100202,0.00008258636,0.001715355],"category_scores_gemma":[0.00002983789,0.00008672858,0.00004807781,0.003213966,0.00003995371,0.0002273164,0.0000167956,0.00008794131,0.0001363118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002749629,"about_ca_system_score_gemma":0.00003652311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001861847,"about_ca_topic_score_gemma":0.0000139582,"domain_scores_codex":[0.9993552,0.000008247858,0.0001971735,0.0002543016,0.00002445154,0.000160626],"domain_scores_gemma":[0.9995783,0.00002836934,0.00009507117,0.0001351077,0.00006485166,0.00009832441],"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":[0.00003073288,0.000170336,0.2174575,0.0000165251,0.00006325934,5.039529e-8,0.0009726895,1.896183e-7,0.00004732315,0.3004146,0.4743727,0.006454048],"study_design_scores_gemma":[0.0001498664,0.00002315494,0.3064037,0.000003455613,0.000004749587,6.122611e-7,0.00003375107,0.000002285916,0.00006427086,0.04689049,0.6463524,0.0000713258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2386067,0.01046396,0.0005377863,0.001824815,0.003972428,0.0008376006,0.00009130484,0.0002390652,0.7434263],"genre_scores_gemma":[0.7930343,0.005667241,0.01294444,0.0004071015,0.001953624,0.0004065249,0.00005731697,0.00006960512,0.1854598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5579665,"threshold_uncertainty_score":0.9991972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0796021486980615,"score_gpt":0.290669991686435,"score_spread":0.2110678429883736,"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."}}