{"id":"W1481336530","doi":"","title":"LibQUAL+TM at the University of Lethbridge: final report and recommendations","year":2005,"lang":"en","type":"article","venue":"Open ULeth Scholarship (OPUS) (University of Lethbridge)","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Lethbridge","keywords":"Library science; Computer science","routes":{"ca_aff":false,"ca_fund":true,"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":[0.04943729,0.0007101741,0.0005825534,0.003520756,0.00252869,0.007979837,0.003779347,0.003428993,0.03085259],"category_scores_gemma":[0.0663391,0.0006893747,0.0006253783,0.004317132,0.0008170308,0.005065191,0.003724404,0.002742025,0.01229153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006816178,"about_ca_system_score_gemma":0.05310222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1429361,"about_ca_topic_score_gemma":0.175237,"domain_scores_codex":[0.9783903,0.006256718,0.002278978,0.0006027612,0.009605902,0.002865256],"domain_scores_gemma":[0.8963519,0.01424273,0.003532873,0.002839212,0.06609339,0.01693984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001881392,0.0005013334,0.03375899,0.001124043,0.0000183511,0.000297586,0.001413029,0.0002530348,0.0004691316,0.002265162,0.816205,0.1435061],"study_design_scores_gemma":[0.0002059259,0.000519279,0.172569,0.008229193,0.0001047112,0.0002006045,0.03801447,0.001647985,0.002729068,0.001414947,0.7741912,0.0001735774],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07768157,0.00539266,0.01045839,0.7297328,0.00676523,0.01135015,0.04081714,0.002339978,0.1154621],"genre_scores_gemma":[0.2228378,0.02231756,0.1274227,0.1172569,0.003002482,0.0358937,0.1190452,0.001133994,0.3510897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1429361,"threshold_uncertainty_score":0.2842081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04359579736070862,"score_gpt":0.2461137080090813,"score_spread":0.2025179106483727,"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."}}