{"id":"W1548298616","doi":"10.18438/b8v889","title":"Communication Breakdown: Librarian and Student Approaches to Virtual Reference Differ","year":2006,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital reference; Service (business); Library science; Referral; Computer science; World Wide Web; Psychology; Medical education; Medicine; Family medicine; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.00091981,0.0001408337,0.0001278537,0.0002338581,0.0008390985,0.002251675,0.0004342491,0.00009737677,0.0002758586],"category_scores_gemma":[0.0004844659,0.000127307,0.0000218832,0.0006482276,0.0002256338,0.6119026,0.0002170706,0.0001945385,0.0001079967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001381098,"about_ca_system_score_gemma":0.0002348417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001073114,"about_ca_topic_score_gemma":4.198491e-7,"domain_scores_codex":[0.9981663,0.0004463609,0.0004941619,0.0001663565,0.0004840269,0.0002427667],"domain_scores_gemma":[0.9978913,0.001246272,0.0002904841,0.0003004421,0.00004582656,0.0002256724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007687697,0.00003516355,0.002079804,0.0000156507,0.000003168885,3.183345e-7,0.003664803,0.00008052147,0.000003900244,0.9787216,0.004006858,0.01131138],"study_design_scores_gemma":[0.000201311,0.0001032585,0.06965438,0.0001071751,0.000009373804,0.000003179156,0.007473541,0.0007853587,0.0001141086,0.0006090556,0.920743,0.0001962205],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09210689,0.0008256447,0.003991969,0.6906545,0.0002237132,0.001314349,0.00004280178,0.0004792023,0.2103609],"genre_scores_gemma":[0.8583646,0.00122271,0.009086579,0.1292865,0.0001187015,0.00006360073,0.000163504,0.000007779525,0.001686029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9781125,"threshold_uncertainty_score":0.9987841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05070144247906563,"score_gpt":0.2841036748336878,"score_spread":0.2334022323546221,"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."}}