{"id":"W7052274468","doi":"","title":"Promoting the relevance of higher education","year":2018,"lang":"en","type":"other","venue":"KETlib (University of Piraeus)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); Higher education; Czech; Democracy; Best practice; Education policy; National Policy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006116245,0.00008572342,0.0001342245,0.00004898265,0.00005444123,0.000003648208,0.0002394523,0.00004379314,0.007069558],"category_scores_gemma":[0.000001131148,0.00007911132,0.00005344716,0.0001202428,0.0001136609,0.00004953152,0.00005467828,0.00006110958,0.0001605866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009395688,"about_ca_system_score_gemma":0.00009268989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000331419,"about_ca_topic_score_gemma":0.00002421302,"domain_scores_codex":[0.9995987,0.00001857009,0.00006917328,0.0001141101,0.0001034837,0.00009591576],"domain_scores_gemma":[0.9994698,0.00001487422,0.00025351,0.0001975846,0.00004186011,0.00002236267],"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":[0.00002948444,0.0001879843,0.04326428,0.0002441247,0.0002613066,4.086036e-7,0.00266493,7.043861e-7,0.001220761,0.005092686,0.8813265,0.06570685],"study_design_scores_gemma":[0.00016824,0.0000208643,0.01032868,0.0001973387,0.00003598311,6.19186e-8,0.0001932194,0.00003615033,0.0006077159,0.0002781922,0.9880172,0.0001163535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1004456,0.0001638641,0.00008249471,0.0001386538,0.0003975428,0.0002083718,0.00002395769,0.00003754503,0.898502],"genre_scores_gemma":[0.3405164,0.000006927242,0.0003712753,0.000007336087,0.0002226419,3.466949e-7,0.00001198358,0.00003574674,0.6588273],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2400708,"threshold_uncertainty_score":0.9938381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094652816484715,"score_gpt":0.2157545025810381,"score_spread":0.204807974416191,"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."}}