{"id":"W6907912603","doi":"10.25316/ir-8","title":"LibQUAL+ 2012","year":2012,"lang":"en","type":"other","venue":"VIUSpace (Vancouver Island University Library)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Measure (data warehouse); Perception; Order (exchange); Data collection; Survey research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002867828,0.0004093058,0.0003884409,0.002416534,0.001243263,0.002567252,0.00102555,0.0004058188,0.1500744],"category_scores_gemma":[0.007303424,0.0003394785,0.0002831446,0.003513509,0.0001600599,0.001227513,0.001704636,0.0010664,0.08445521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003863195,"about_ca_system_score_gemma":0.008830198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1081861,"about_ca_topic_score_gemma":0.2491549,"domain_scores_codex":[0.9978451,0.0002961916,0.0002318966,0.0001700009,0.001144244,0.000312662],"domain_scores_gemma":[0.9914871,0.0003415856,0.0002573966,0.0003775833,0.006505776,0.001030412],"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":[0.00008058974,0.0001089837,0.004604849,0.0001386808,0.000003668308,0.00001378985,0.0001402202,0.00003551321,0.00008509692,0.0008591374,0.9082517,0.08567781],"study_design_scores_gemma":[0.00003672409,0.00002871217,0.02660468,0.0001684189,0.00000431428,0.00003631154,0.0002316492,0.0001269932,0.0002462475,0.0001853598,0.9723111,0.00001933113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02482034,0.0007364128,0.002568357,0.004530054,0.0005114922,0.003531294,0.3925131,0.003632653,0.5671563],"genre_scores_gemma":[0.02714316,0.001148746,0.00762656,0.002459193,0.0001481506,0.003852169,0.3907115,0.001554028,0.5653565],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1500744,"threshold_uncertainty_score":0.5020487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008068575271455327,"score_gpt":0.1856131821707041,"score_spread":0.1775446068992488,"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."}}