{"id":"W1568531056","doi":"","title":"External Communications and Promotions: The University of Regina Library Experience","year":2013,"lang":"en","type":"article","venue":"The Journal of Library Innovation","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Purchasing; Plan (archaeology); Creativity; Institution; Public relations; Business; Liberal arts education; Academic library; Marketing; Computer science; Sociology; Library science; Political science; Higher education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006902694,0.0006680128,0.0006568969,0.001319073,0.02180296,0.008498757,0.00242052,0.002530429,0.005542427],"category_scores_gemma":[0.009996605,0.0005598139,0.000555106,0.002283669,0.007481558,0.00303967,0.009133393,0.002377165,0.002238682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01327654,"about_ca_system_score_gemma":0.01640416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1455485,"about_ca_topic_score_gemma":0.2783934,"domain_scores_codex":[0.9881346,0.007305619,0.0002222198,0.0005257751,0.0008817795,0.002929993],"domain_scores_gemma":[0.9918587,0.002189886,0.0007711201,0.0005623705,0.0009507255,0.003667172],"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":[0.0001694408,0.0006632085,0.01603468,0.0003009657,0.00001817241,0.008891007,0.9162589,0.0003656133,0.0009502004,0.006371762,0.009454135,0.04052188],"study_design_scores_gemma":[0.00001772643,0.0002734918,0.0103193,0.00019269,0.00001934656,0.003128307,0.8223266,0.0001755608,0.0007854776,0.0003495712,0.1623542,0.00005764607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180191,0.00144612,0.000761263,0.004860885,0.000176452,0.00008253589,0.00006244812,0.0001935919,0.07439762],"genre_scores_gemma":[0.9718374,0.0009220236,0.0004598291,0.0009454816,0.0000652493,0.0000381896,0.00003345843,0.00008307666,0.02561537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1455485,"threshold_uncertainty_score":0.2894027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02797372770750872,"score_gpt":0.259971810753059,"score_spread":0.2319980830455503,"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."}}