{"id":"W1593078887","doi":"10.5860/rusq.48n1.44","title":"Preference for Reference","year":2008,"lang":"en","type":"article","venue":"Reference & User Services Quarterly","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reference desk; Digital reference; Computer science; Service (business); Preference; Reference model; Novelty; World Wide Web; Psychology; Business; Marketing; Social psychology","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":[0.0008563571,0.0001828473,0.0002529296,0.0005716123,0.0008164151,0.00164225,0.000260451,0.000405626,0.02053487],"category_scores_gemma":[0.005250203,0.00009114072,0.0002554685,0.00071409,0.000422606,0.0007700998,0.0006440931,0.0003262896,0.001425219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007897399,"about_ca_system_score_gemma":0.0005333389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02216542,"about_ca_topic_score_gemma":0.04665077,"domain_scores_codex":[0.9993522,0.0001799738,0.00005852139,0.00005698004,0.0002433993,0.000109001],"domain_scores_gemma":[0.9976045,0.0008858584,0.0004571765,0.0001975771,0.0004755534,0.0003793334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001271034,0.0004745927,0.6375309,0.001076193,0.0001720942,0.003163015,0.103425,0.0004125917,0.009805691,0.0036488,0.01332073,0.2256994],"study_design_scores_gemma":[0.00007945571,0.001947939,0.8033208,0.0002887138,0.0001231705,0.00328216,0.1046048,0.0008602299,0.001439676,0.000979411,0.08291628,0.0001572578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793627,0.0007654504,0.0006038614,0.0005465066,0.00004217492,0.00003580875,0.0003063012,0.00003369382,0.01830351],"genre_scores_gemma":[0.9925096,0.0003293245,0.0004006612,0.0002216393,0.00001306366,0.0000108947,0.0001500854,0.00000723111,0.006357451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02216542,"threshold_uncertainty_score":0.06869602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07059983975572809,"score_gpt":0.302813106758713,"score_spread":0.2322132670029849,"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."}}