{"id":"W2595183341","doi":"","title":"Ombudsing at Canadian universities through the eyes of a Dutch ombudsman","year":2016,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Ombudsman and Human Rights","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Impartiality; Confidentiality; Independence (probability theory); Political science; Value (mathematics); Order (exchange); Spring (device); Work (physics); Public administration; Library science; Public relations; Law; Business; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005123364,0.0001505559,0.0001907266,0.00006436963,0.001903469,0.00009361385,0.001354957,0.00005955158,0.0001326872],"category_scores_gemma":[0.000006116501,0.00008824181,0.00003899095,0.0001537792,0.0007818115,0.0005699145,0.0004515334,0.00009387573,0.00001889113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001105997,"about_ca_system_score_gemma":0.0002054727,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3331587,"about_ca_topic_score_gemma":0.9361919,"domain_scores_codex":[0.9984261,0.0002810712,0.0001859584,0.0003433787,0.0002556189,0.0005078734],"domain_scores_gemma":[0.998582,0.0004373164,0.0001139741,0.0006481399,0.00003154968,0.0001870382],"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":[0.0001384116,0.00006408121,0.05431657,0.0002482884,0.0003113622,0.00006636954,0.6953282,0.00005472674,0.0004697364,0.2205887,0.007832907,0.02058064],"study_design_scores_gemma":[0.0008653298,0.00008042855,0.07049273,0.001189658,0.0001907977,0.00001348194,0.1170861,0.001604574,0.00008122277,0.02336067,0.7842699,0.0007651178],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9450081,0.0003346139,0.00008364011,0.001786588,0.0002272492,0.0001528812,0.0002794702,0.00005400331,0.05207347],"genre_scores_gemma":[0.9943854,0.0005992664,0.0001410373,0.0002418271,0.0003324455,0.000001357988,0.00007611018,0.0000139955,0.004208564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7764369,"threshold_uncertainty_score":0.9993959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02600580208373471,"score_gpt":0.2728511248683081,"score_spread":0.2468453227845734,"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."}}