{"id":"W147782773","doi":"","title":"DE IDENTIFICATIE VAN ONDERZOEKERS AAN NEDERLANDSE UNIVERSITEITEN","year":2006,"lang":"nl","type":"article","venue":"Utrecht University Repository (Utrecht University)","topic":"Linguistic Education and Pedagogy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003540694,0.0007727292,0.0007275512,0.001563356,0.003385664,0.0005632153,0.001528525,0.0006471328,0.005983045],"category_scores_gemma":[0.00004391761,0.001035827,0.0006288074,0.0008037293,0.001196642,0.0008710756,0.000395319,0.0008900412,0.0007381968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002415027,"about_ca_system_score_gemma":0.001572347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01972176,"about_ca_topic_score_gemma":0.003289327,"domain_scores_codex":[0.9956605,0.000771087,0.0005137452,0.001276325,0.0006067016,0.001171582],"domain_scores_gemma":[0.9964274,0.0004248209,0.000690842,0.001113423,0.0006796025,0.0006639365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009206751,0.00150095,0.01673387,0.0003548613,0.001174061,0.006503398,0.02366035,0.0002207396,0.0007776428,0.7605693,0.1853859,0.002198267],"study_design_scores_gemma":[0.002126029,0.000171361,0.001419818,0.0001798084,0.00115198,0.00007784506,0.07730723,0.0001817346,0.0004228722,0.0006102222,0.9152606,0.001090526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09022341,0.0003839382,0.0005226621,0.001107972,0.003262046,0.000472008,0.0002882122,0.0005065508,0.9032332],"genre_scores_gemma":[0.3918394,0.0001698792,0.0001669065,0.00009664244,0.00111642,1.394288e-7,0.0001889591,0.00004732361,0.6063743],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7599591,"threshold_uncertainty_score":0.9992092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525368147184848,"score_gpt":0.194128088039408,"score_spread":0.1788744065675595,"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."}}