{"id":"W35733274","doi":"10.5281/zenodo.4136733","title":"Die virtuelle Fachbibliothek Sozialwissenschaften","year":2020,"lang":"de","type":"article","venue":"Ingénierie des systèmes d information","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Vocabulary; Interface (matter); Architecture; Diversity (politics); World Wide Web; Sociology; Linguistics","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.0002917878,0.0005167817,0.0005572286,0.0005237987,0.00138016,0.004767803,0.0005824066,0.0002388688,0.005182591],"category_scores_gemma":[0.0001720166,0.0004773063,0.0002557984,0.0004910483,0.0004748463,0.01968842,0.000294688,0.0003608123,0.01212244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169698,"about_ca_system_score_gemma":0.0001850331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003204787,"about_ca_topic_score_gemma":0.00002008392,"domain_scores_codex":[0.9968001,0.00009066921,0.001628964,0.0002251653,0.0006152762,0.0006398208],"domain_scores_gemma":[0.9976781,0.0000953851,0.0009168447,0.0003576957,0.0005479709,0.0004040072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003890527,0.00005790967,0.0002407187,0.003739422,0.0004983479,0.000008754375,0.5604522,0.0004507856,0.00002355451,0.2899186,0.09084231,0.05337831],"study_design_scores_gemma":[0.0007713893,0.0003361132,0.0001949293,0.0001953939,0.00009606015,0.000002841097,0.04016283,0.01669589,0.0002512462,0.002035033,0.9386436,0.0006147285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06534557,0.01512067,0.01337039,0.01295298,0.009135826,0.002924356,0.003023573,0.002163063,0.8759636],"genre_scores_gemma":[0.9701925,0.002008981,0.0004333567,0.02075732,0.003838523,0.00006427603,0.001471409,0.00007139121,0.001162254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9048469,"threshold_uncertainty_score":0.9999199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02835952679032186,"score_gpt":0.2154703389663279,"score_spread":0.1871108121760061,"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."}}