{"id":"W3038469897","doi":"","title":"Overhead of Onderwijs, een benchmark v.d. allocatie van middelen in onderwijsinstellingen voor voortgezet onderwijs","year":2007,"lang":"nl","type":"article","venue":"","topic":"Education in Diverse Contexts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Computer science; Benchmark (surveying); Overhead (engineering); Humanities; Operating system; Art; Geography","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":[0.004659415,0.00071019,0.001061638,0.0008941753,0.000464597,0.0001627504,0.001652086,0.0008768744,0.01883668],"category_scores_gemma":[0.000708489,0.0007858067,0.0004053049,0.00231998,0.001125175,0.0008438817,0.0003059002,0.000779676,0.00132058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039081,"about_ca_system_score_gemma":0.001984155,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01821507,"about_ca_topic_score_gemma":0.0581219,"domain_scores_codex":[0.9922761,0.0005574655,0.002256607,0.001244882,0.001875449,0.001789461],"domain_scores_gemma":[0.995019,0.00149359,0.0009477517,0.001100933,0.0007014484,0.0007372634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006321156,0.006162285,0.3973015,0.000828499,0.0008968045,0.0001836296,0.2448187,0.0004414406,0.001572438,0.1436444,0.1353723,0.06814595],"study_design_scores_gemma":[0.006158937,0.001113105,0.158346,0.001651755,0.0005217898,0.00001548058,0.4133123,0.0005002142,0.01387978,0.02221588,0.3778055,0.004479256],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3617109,0.002921084,0.001060702,0.003267966,0.003305907,0.001635577,0.00006168587,0.000140163,0.625896],"genre_scores_gemma":[0.9471003,0.001060116,0.002147898,0.001129435,0.0007126492,0.00001533935,0.00005169243,0.0000723208,0.04771022],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5853894,"threshold_uncertainty_score":0.9994593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03532903976731203,"score_gpt":0.3405643227007455,"score_spread":0.3052352829334334,"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."}}