{"id":"W2910055494","doi":"10.1016/b978-0-08-102746-2.00014-5","title":"Wilma van Wezenbeek, Director, TU Delft Library","year":2019,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Mechanics and Biomechanics Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Engineering; Library science; Management; Political science; Population; Sociology; Computer science; Economics; Demography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001056391,0.0007259496,0.0008176865,0.0002335224,0.00009150869,0.00008674704,0.0004636793,0.000528824,0.001064219],"category_scores_gemma":[0.000004274082,0.0006812746,0.0003570271,0.00002310886,0.0000313231,0.00007902509,0.0003350351,0.000605443,0.001562511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006882703,"about_ca_system_score_gemma":0.00006191967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.560311e-7,"about_ca_topic_score_gemma":0.000004716009,"domain_scores_codex":[0.9981304,0.00001162901,0.0004943954,0.0005217094,0.0003523151,0.000489524],"domain_scores_gemma":[0.9988742,0.00005172985,0.0001139066,0.0007549876,0.00003956951,0.0001655739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006956838,0.0000052953,0.000001058359,0.0003975119,0.0004555873,0.0000419497,0.00006896088,0.000004621606,0.0004918666,0.06091448,0.004818913,0.9327928],"study_design_scores_gemma":[0.0001756311,0.00005783874,8.314009e-7,0.0004164265,0.0001114162,0.000009362112,0.000003872274,0.0004828981,0.0006473077,0.02568167,0.9716113,0.0008014544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002565424,0.007655911,0.00004005378,0.00003128052,0.001772652,0.0005459263,0.0001618573,0.000741176,0.9890255],"genre_scores_gemma":[0.001123842,0.002764873,0.0004229836,0.0002172552,0.0005890389,0.0000282961,0.00007373429,0.0003837176,0.9943963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9667924,"threshold_uncertainty_score":0.999849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009819621495223066,"score_gpt":0.1828386260206929,"score_spread":0.1730190045254698,"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."}}