{"id":"W6889178810","doi":"10.25545/jszmzu","title":"UNB Libraries: LibQUAL","year":2018,"lang":"en","type":"dataset","venue":"UNB Dataverse","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Service (business); National library; Service quality; Quality (philosophy); Information system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005556484,0.001018777,0.0008800465,0.0007740599,0.0002875352,0.0005459082,0.003472442,0.0009759686,0.09002124],"category_scores_gemma":[0.001027414,0.001017351,0.000221941,0.0008803481,0.0009851444,0.001616671,0.002526265,0.001106953,0.7485607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002281273,"about_ca_system_score_gemma":0.0008613497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155478,"about_ca_topic_score_gemma":0.0007144064,"domain_scores_codex":[0.995251,0.0002926336,0.0007529379,0.001494856,0.001105381,0.001103197],"domain_scores_gemma":[0.9927499,0.0002525455,0.0006348189,0.005690739,0.0001465941,0.0005253968],"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":[0.0001815757,0.0002173823,0.000003650903,0.0001599767,0.000244907,0.0003619208,0.00005414924,8.382981e-7,0.000009931752,0.0001284902,0.9985921,0.00004507749],"study_design_scores_gemma":[0.0009237924,0.0001911037,0.000004210796,0.0001917624,0.0004074383,0.00004266311,0.00009146143,0.00001515768,0.0000536159,0.0001455523,0.9968012,0.001132016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001257065,0.00002345049,0.000005268528,0.00001323704,0.002145249,0.0005314493,0.9956005,0.000511219,0.001157101],"genre_scores_gemma":[7.078359e-7,0.0001353597,0.0007504593,0.0007154114,0.002710729,0.00003365182,0.9937208,0.0002834918,0.001649337],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6585395,"threshold_uncertainty_score":0.9992277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02658748410206862,"score_gpt":0.2683294677106265,"score_spread":0.2417419836085579,"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."}}